{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.导入必要的工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "import numpy as np \n",
    "import pandas as pd \n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline\n",
    "# 设置参数\n",
    "params = {'legend.fontsize': 'x-large',\n",
    "          'figure.figsize': (30, 10),\n",
    "          'axes.labelsize': 'x-large',\n",
    "          'axes.titlesize':'x-large',\n",
    "          'xtick.labelsize':'x-large',\n",
    "          'ytick.labelsize':'x-large'}\n",
    "\n",
    "sns.set_style('whitegrid')\n",
    "sns.set_context('talk')\n",
    "\n",
    "plt.rcParams.update(params)\n",
    "pd.options.display.max_colwidth = 600"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.读入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  2011-01-01       1   0     1        0        6           0   \n",
       "1        2  2011-01-02       1   0     1        0        0           0   \n",
       "2        3  2011-01-03       1   0     1        0        1           1   \n",
       "3        4  2011-01-04       1   0     1        0        2           1   \n",
       "4        5  2011-01-05       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读入数据\n",
    "train = pd.read_csv(\"day.csv\")\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据的总体信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 16 columns):\n",
      "instant       731 non-null int64\n",
      "dteday        731 non-null object\n",
      "season        731 non-null int64\n",
      "yr            731 non-null int64\n",
      "mnth          731 non-null int64\n",
      "holiday       731 non-null int64\n",
      "weekday       731 non-null int64\n",
      "workingday    731 non-null int64\n",
      "weathersit    731 non-null int64\n",
      "temp          731 non-null float64\n",
      "atemp         731 non-null float64\n",
      "hum           731 non-null float64\n",
      "windspeed     731 non-null float64\n",
      "casual        731 non-null int64\n",
      "registered    731 non-null int64\n",
      "cnt           731 non-null int64\n",
      "dtypes: float64(4), int64(11), object(1)\n",
      "memory usage: 91.5+ KB\n"
     ]
    }
   ],
   "source": [
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(731, 16)\n"
     ]
    }
   ],
   "source": [
    "# 样本数目和特征维数\n",
    "print(train.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['instant', 'dteday', 'season', 'yr', 'mnth', 'holiday', 'weekday',\n",
      "       'workingday', 'weathersit', 'temp', 'atemp', 'hum', 'windspeed',\n",
      "       'casual', 'registered', 'cnt'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "#列的名字\n",
    "print(train.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据探索"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>count</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mean</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>2.496580</td>\n",
       "      <td>0.500684</td>\n",
       "      <td>6.519836</td>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>848.176471</td>\n",
       "      <td>3656.172367</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>std</td>\n",
       "      <td>211.165812</td>\n",
       "      <td>1.110807</td>\n",
       "      <td>0.500342</td>\n",
       "      <td>3.451913</td>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>686.622488</td>\n",
       "      <td>1560.256377</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>min</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25%</td>\n",
       "      <td>183.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>315.500000</td>\n",
       "      <td>2497.000000</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50%</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>713.000000</td>\n",
       "      <td>3662.000000</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75%</td>\n",
       "      <td>548.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>1096.000000</td>\n",
       "      <td>4776.500000</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>max</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3410.000000</td>\n",
       "      <td>6946.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season          yr        mnth     holiday     weekday  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
       "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
       "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
       "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
       "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
       "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
       "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
       "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
       "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
       "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
       "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
       "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   731.000000   731.000000   731.000000  \n",
       "mean    848.176471  3656.172367  4504.348837  \n",
       "std     686.622488  1560.256377  1937.211452  \n",
       "min       2.000000    20.000000    22.000000  \n",
       "25%     315.500000  2497.000000  3152.000000  \n",
       "50%     713.000000  3662.000000  4548.000000  \n",
       "75%    1096.000000  4776.500000  5956.000000  \n",
       "max    3410.000000  6946.000000  8714.000000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 对数值型特征，得到每个特征的描述统计量\n",
    "train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "season属性的不同取值和出现的次数\n",
      "3    188\n",
      "2    184\n",
      "1    181\n",
      "4    178\n",
      "Name: season, dtype: int64\n",
      "\n",
      "mnth属性的不同取值和出现的次数\n",
      "12    62\n",
      "10    62\n",
      "8     62\n",
      "7     62\n",
      "5     62\n",
      "3     62\n",
      "1     62\n",
      "11    60\n",
      "9     60\n",
      "6     60\n",
      "4     60\n",
      "2     57\n",
      "Name: mnth, dtype: int64\n",
      "\n",
      "weathersit属性的不同取值和出现的次数\n",
      "1    463\n",
      "2    247\n",
      "3     21\n",
      "Name: weathersit, dtype: int64\n",
      "\n",
      "weekday属性的不同取值和出现的次数\n",
      "6    105\n",
      "1    105\n",
      "0    105\n",
      "5    104\n",
      "4    104\n",
      "3    104\n",
      "2    104\n",
      "Name: weekday, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# 离散特征\n",
    "#对类别型特征，观察其取值范围及直方图\n",
    "categorical_features = ['season','mnth','weathersit','weekday']\n",
    "for col in categorical_features:\n",
    "    print ('\\n%s属性的不同取值和出现的次数'%col)\n",
    "    print (train[col].value_counts())\n",
    "    train[col] = train[col].astype('object')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a19c07a90>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1584x1152 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#对数值型特征，直方图\n",
    "fig,axis=plt.subplots(nrows=2,ncols=2)# 给定一个2行2列的布局\n",
    "fig.set_size_inches(22, 16)# 设置画图域的大小\n",
    "numerical_features = ['temp','atemp','hum','windspeed']\n",
    "sns.distplot(train['temp'],ax=axis[0][0])\n",
    "sns.distplot(train['atemp'],ax=axis[0][1])\n",
    "sns.distplot(train['hum'],ax=axis[1][0])\n",
    "sns.distplot(train['windspeed'],ax=axis[1][1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.特征与目标之间的关系"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1每年的骑车量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a19cbbcd0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(data=train[['yr','cnt']],x=\"yr\",y=\"cnt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x104ab0e50>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=train[['yr','cnt']],x=\"yr\",y=\"cnt\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 从图中我们可以看出2011年和2012相差很大"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 一年中每天的骑车量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'dayly distribution of counts')]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import datetime\n",
    "\n",
    "train['date'] = pd.to_datetime(train['dteday'])\n",
    "train['dayofyear'] = train[\"date\"].dt.dayofyear  #减今年的第几天\n",
    "\n",
    "fig,ax = plt.subplots()\n",
    "sns.pointplot(data=train[['dayofyear','cnt','yr']],x='dayofyear',y='cnt',hue='yr',ax=ax)\n",
    "ax.set(title=\"dayly distribution of counts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "每年开始和结束的数量少，中间多，骑行量和季节/月份有关"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 季节与骑车数量的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a1b767450>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(data=train[['season','cnt']],x=\"season\",y=\"cnt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Seasonly distribution of counts')]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sns.barplot(data=train[['season', 'cnt']],x=\"season\",y=\"cnt\")\n",
    "ax.set(title=\"Seasonly distribution of counts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "骑行量和季节的关系就很明显了：第2、3、4季度的骑行量明显高于第1季度"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.4月份与骑车数量的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Monthly distribution of counts')]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sns.barplot(data=train[['mnth','cnt']],x=\"mnth\",y=\"cnt\")\n",
    "ax.set(title=\"Monthly distribution of counts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.5 天气和骑车数目的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'weathersit distribution of counts')]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sns.barplot(data=train[['weathersit','cnt']],x=\"weathersit\",y=\"cnt\")\n",
    "ax.set(title=\"weathersit distribution of counts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.6 工作日和节假日的分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a1bc23790>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,(ax1,ax2) = plt.subplots(ncols=2)\n",
    "sns.barplot(data=train,x='holiday',y='cnt',ax=ax1)\n",
    "sns.barplot(data=train,x='workingday',y='cnt',ax=ax2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.7 数值型特征和y之间的相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a1bd57290>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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qKs8zz8FUYn5RG7R/gYKYHtSVL7ilPJOmYKYcC2pu44p9wUzfFSQFNTVYxlJwn05mmJ7GMav3Yrn9NM4jz0M3tWDSCzBna4kC0f3s4V4eyv+nTSFqg6aioqLyPPM/GKFZjySbjrLhzg7lDNrhUsp7empCCCdgKsrOdDsUCwafPo2D6J+LXY4qKioqKvfBYs7/3+MzCeXcy44oZ+R2tF7Lix+BzigWIZqjnGG56Ekiz0Rt0FRUVFSeZ0wZ+f97DIQQjiiHK38spTwgpdyNcnjzAOtozNZvURQLKIOllJullKdQzAu9JYTwe6L7RJ1yVFFRUXm+eYQpRyHE3Yf5kVK657pUE8V6wB6ba7ut12qiGLLNxA9l+Xy/jd41IcRNFHt/4flObB6oIzQVFRWV55mCn3IsDSRLKbNM5VgPj08ByuTyG2sTBgAhhAuKKagn3lmjjtBUVFRUnmceYYSWx+grPzijGJ7NjYFcxwlKKaOEEP8A3wohugAJKIZTQbFk/0SoDdq/hNlsZuKi9YRGXcfBzo4x/V/Fu2SxLPdfNuxl04GTaDUa+nUMonndKvy8fjf7TynmPhJT0rgVn8jO2V88ctynzl7gmx8WsOj7qfny32piHzwqe2MyGNk84ifuRmYb6q3eJYia3ZthNpo5MGsd4TtP4FTElfYzB2Hn6EBybBwbh8/DmJZO3XfbUqljAyxmCwdnr0duCcG/eSCNhnTGbDJxasVuTi7flSNudx9P2k1/FyxwU15RTtm3WGg0pDN+zWpiNpnYMW4p109eokRlb1qO64XWZKaQTwlSb8WTkWzg709/IiEiO82VugZRpYeS5qMz1xG540SWm1d9QcuZA1lcfwgAAa80pOa7bbGYzZxfuZviFb0pVtkbU7rxiXRL1PCl4ejuaICUm/Gc/2gGRpsT9Ks1r03bD1/DbDKzf+Xf/LM8p52sTF4P7kXspWs57Ja5FnXjkzUTGP/ycEiDgOaBNB7SGbPJzMkVuzmx/O8cGkV8POkw/T0sFgs35VU2By8C6wlCRXw8eX3+MOa3UjaQFypVjPZfv4tWp6WoxkzUiDkYLl+j7MQBOFUuhyU9g6hPv8cQEZOlX6J/R4p0VGySxe8MIea7FQBUPbIAw+VrACQflVybkss4u0aDQ7u+aD29wWTEsH4eljvZ+e3QphfashUgXTkBJO23aWicXNF3fh/QYIm/heHP+ZCRxycRGg36V95F61UOjBmkrZmD5XZ2mh069kPnUzHLXlnq4sk4tOyCzqucEtzNHZxclfQYM3A/sDBHvahhUy/229SLjtZ6kRQbx4bMetHvZSp1eAGA8L9P8s+MHJ/JVEQxuOqJYun7kbFYCtwsTCp5n4OrRxml5aYHys7Gayj3NAflyMKEPPw+EmqD9i+x8+g50jOMLBn7PqfCopj+60ZmfPQ2AAnJqfy6dT9/Tf+YVEMGb34xi+Z1q9CvYxP6dWwCwAfTfmFIl9aPHO+CZav4c/NOnBzzdw6zxsEZnd6eZZ3H4RXoR9NR3Vj7zrcAuHgUpnaf1izuEIxOb0/31aOJ2HeGhkM6c/6P/ZxZvZf673egZvdmnF61h9q9WzGvycfYO+npvWkSF3ccp/noHizqEExGqoG314whbMdxkm9mG/ltHtydvdNWE3XwPK0n9qFCq9rER9/C+4WKLO40hkKlitH5xyH80nE0Lca8zbYxv1CqTAlqDmhHzLEwwv88SKPgbmzqp6TZyaMw1fu2ZlW7YOz09nT+fTRX9p7BnG7E1asoNd9ti9Yu+zu2hqO6sbzFCDKS03j74Ayi95/j91fG4Rno90S6QVP6sXnATBIiYqnUJYhipYsTe+k6AFo7Ha8H92JKx88xpKYxfPV4Tu8IIcEmX1yLutH7mw8oUd6LbfOuZV2v9FINOo/ohlvxwllaLUb3YGGHYNJTDfRaM4aLO47lyOMWwd3ZNW0VUQfP02ZiX0Sr2sgtIVTt3Jh6fVvjXMQty2+Tj18n5JethG49ypsvBlD6s7e58/sutI72hL4yAufACpQO7sulfsoGNwdvT4p0boLs8AlYLFRY8xXxmw9iTjOQejqc8L4T71v2dBXrgJ09aT+PQVvGH4dWPTAsn57lrvUqR9rSyZCSbazcodN7ZIRsx3R6P3a1mmLfoB0Ze+79jlJXuR7Y2ZM653O03hXQt+tN2uLJ2e6lfEn9+csc2ul/Ws3FaHU4fTQDS1QoaYsno/WuQPNR3ViTq1780kEpC5n1otGQzpz7Yz+nV+/lhfc7ENi9GaFbj1L5lYYs7jQGiwV6rA4mdEsINy9cwcHVCZSt8E+2nd1U4GenXwVchBBuUspEyDLA7AxE5/YspYwAGgohigEGKWWSEOIGcOlJE6KuoeVCCDFHCLE317WeQogIIUSkEGKqECJKCHFFCFHkceM5LiNpWF2xPVbd35uzl7Ofu5PeAa9i7qQaMkhNS0ejzfkJ8vYjZyjk4nSPMc78ULaUF99NGpVv/xp7Ry7vPgXA9ePhlKxePsvNq4Yf0SGhmNKNpCemEhcRi0dFb8rUFVlhLu06iU/jqmSkGIiPvo29kx57Z0csFjPF/EsRFxGLISEFc4aJq0ckZermtF9Vslo5og6et9GqQpk6Fbi85wwACdduo7XT4lTUjT8Gz+bGuShK1hPEhV3DZMgg9ng4HjZp9qzpR8yRUMzWNMdHxFK8kjc6vT1NvurLnpGLcsR/+0IUDm7O6PQO2Dnac3XfWYAn0nX39SItLoka/VrTadVI9O4uWY0ZgJd/aW5GxpCSkIwpw0R4iMS/bpbxdAD0zo789d0qDq3NUVSxmM3M6D6elPgkAIpb8zjNmsdXjoRSNlcee1Urn5XH4btOUq5xVQDS4pNZ8uaEHH63T1hG2E5l5KnRaTEb0nGpV5mEXcphASnHQ3Gu7p/lP/3aLcJ6jFWmvSwWNPY6zIYMnKv5Y1+yGAErJuD3SzB639LkRuctMIUpZgrNV8PQlvLNdtRo0Bb1Qt+hP459x2IXGASA1qM0potKGFOUROudtz00XflKmEKtduKiQtGWsdlgp9GgKe6F42vv4/T+JOzqNMsR1r5RW0hNwnhyb1b4+9ULQ2Iqd23qxaVc9SLx+h1W9pyKxWwBiwWtnS5rpP7yV30BviDvUU7+Kfg1tJMoFkxetLnWxHoth51JIYRGCLFFCPGClPK2tTGrB7hhs1HkcVFHaPeyFNgnhCgrpcw0G9wNZYjcDXgHaA2YpZSPfaRBcqoBN+dsa7o6rQajyYSdTunFlyxWmM6ffofJYqZfhyY5wi5Yv5vJg7o8VrwtmzYm+nrswz1a0Wi0GBKz65PFZEaj02IxmXFwc8rhlp6cit7NCQdXJwwJyvX0JOUaQOL12/TbMRWNVsOhOX+id80dPg19oVyWizWanO5uzujdnEiNS8q+nqRcz5zycS/nSbHK3qxqG3xvmnPFmZGUioObEy+O78XxuRtIjsn5SO/Iq7yxcTzGFAPJ1+NIic12f1xdx6KulKwTwN7RvxB/OZa2iz5GnL2I3K800o6uTqTaaKUlpeLkljNfbl+9ye2rN6kSlPOEmAv7Tuf4raQr+xDh9ORUHB+Qx4bk7OcVtvPeE20y872orxdlRvUhvP9XeA7ojCkhOduTyQw6rfKv0YQpThnllB7Vm5QzlzBcvoZ9CXdiZq/m7ob9uNStRLmZw5Dth+eMTO8EaTbvcosZtFqlcbTXk3F4CxkHNoBGi2PvYEzXLmGOicRO1MZ4cg92ojYa+7xnIjR6ZywP0t6/kYy960Gjxem9LzFfDcccEwk6O+zrt8IUdTFHeLNNWdDfp17obeqFwVovzEZTVp42HdmV2LORxF2OofHQVwnfeYLKHRvkNjz86BSwJWopZaoQYj7wvRCiF8ouxlnAbCllmhCiMOAgpbwppbQIIRKAaUKI91BMfS0BvpNSPnSH5cNQG7RcSCn3W+2kvYWS6R4oH/99jNKgrZBSHn7SeFyc9CTbHMVjNluyGrN/ToZy824iG79VKvj7UxdSs4IP1fzKEh4di5uLU471toLEYjHj4JL9KYlGq1RagPTE1MxpEQAcXJQKm56kXDcaMrIaN9+gGriWcGdu42E0GvoqDYd2VqwbH71oE94Rg+2LEZSeay53Q2IqDi7ZnQEH1+xwFdvXx7OWP0e+W0vancR705yUM832rk6YMox41RMULucJw0Dv7krL2YM4Nms9Ps1qsrThMDKS0+iyYwplXqpG1K5TT6R75JvfiY+IJe6iMlUYtesU3tV8EQ2q4Fe3IqUr+hBxIjtfHF2dSMmVLw/DqZALHy4eSRnhzbUT2TuhHVycSEvI2eG3zWO9S/ZL9374NKjMyxN6EzHkGwyXojElpaC1uXe0GqUxs6LR2+MzbTCmpFSujJwLQPLJsCw/yUfOY59XeTakKo1alpAme4NDhoGMg5uy1sdMl8+i8/QmfctSHNr2RletIeZLZ7DYTBnmuGdDCpoc2lob7XQy9v2VrR12Gq1XOcwxkej8q2O6fA6LITVHeNuyYLhPvTDY1Avbxk2nt6ft1++QnpTG1lELAajSuRGJ1+8A7AJKopi4einPm3kY/5ujrz4DnIA/ASOwDBhpdZsBBAHlrL/fR1k3249iW/InYNzTSIQ65Zg3S4HMIdBbwFkp5Vnr7yf6TiKTwAo+7DupbPA4FRZFQNmSWW6FXBxxdLDHwd4OvYM9bs5OJKYo68EHz4Q/1lTj42LJMODbtAYAXoF+3MwatML1k+GUqSvQ6e1xcHOimH8pboZe5WpIaFYY36AaXDksSYtPJiMtHZMhgz1TVnDl4AXWffA9RXw8cSzsgtZeR9n6FYk+GpYj/htnI/B+oVIOrashoZRvUh00GgqVKoZGoyE1LokqnRtRu1cr9k/4lRLWKSDPQD9uX8hOc+yJcLzqZae5iH8pbpy4xG9Bn/DHmxP5482JGO4msW3QbAyJKRjT0jGmpWMxW4iPvEHJQL8n1k2IuoG9s55C5TwBKFVPcD30Cuunr+DbLuP4tM47ePiUxLmwCzp7HQH1KnHpWOgjPbfUhGRm9pzId7UH5shj7/oVibbpRADE2uSxX1ANog7L++r6NKhMyzFv81vPqaScUp5V8pHzFG6mmBJ0DqxA6oXIHGH8fh5J6rkIrnz+Q1aj4TWsCyX6dQDAqVI5MqJv3hOXKSoUXUBNALRl/DHHZue3ppgXjn3HKo2cVqdMT16PQOdXjfTdv2NYOhmLxYLp0ul7dAFMERfQiVqKtncFZfSVqe3hhdP7k5RGTqtDV74S5mvK8o4uoDrGC8fuCX+/eqG3qRfRIaH45aoXAK/NH8aNc1Fs+WJBVudibpOP+bXLRFAaghig1f2eyUP5H9hDk1IapJQDpJTuUsriUsohmYaPpZS9pZTlbPzeklK+KaUsLKUsLaUcI6V8Kq2uOkLLm6XAaOuX611RehuZPBUjUM3qVObAmTB6jvsRi8XCl+++xuKN+/D2LEZQ7UocPBtOj7E/oNVoCKxQjgZVlXWJyOs3eaFqwNNIQr6wpCdjMmTQ/ffRoNGwafg86vRvw92IWMK2H+Powi10WxWMRqth77RVmAwZHJi1jrbTB1C9a1NS7yTy14dzyEg14HOyCj3WjcVisRB9JJTLu06xc/wy3loyAo1Ww6mVu0mKjaNYQClq92rF1lGL2DHhV9pM7ofOwY7bYdeQGw9jMVu4eljSc+0YNFotW4N/QaPV0GLs2yRE36bim01wL1+SnodmkHT9Djs/nkeNd9oQHxFLxLZjnFqwhc5rgkGj4dBUJc15kRR9m3PLdtL599GY043ER94gOfYOr65V8uJxdc0ZJv7+5CdazhqIRqMhJuQiZ/7Ont4zG02snrCYwYtHotVq2b/yb+Jj4yjpX5qgXi+zPPjnfD8/s9HE9vFL6bpkBBqtlpMrd5MYG0fxgNLU6dWSzaMWsX3CMtpO7m/N42gubDx0X72Wo3ugs7ej4/T3KIqJtPBornzxI24v1qTC2imggciPZ1LinY7KTkedFtf6VdA42FGoqdIAXJu8hNg5ayg34yMKNa+DxWgi4qMZ98RlunAEnV81HPspnXfDH3Oxa9AWy51YTPIoptP/4Nh/PJhNGE/uxXLzKmYHPUFSEBAAACAASURBVPpO74ExA/PNq6RvWJjnfZjOHsIuoAZOAycBGtJWfY/9ix0w34rBdP4IxhN7cBo0GcxGMo7uympMtcVLYzy6S5natAm/o89P1O3fhjibetHDWi/2WOvFP7PW0X76AGpY68X6D+dQoXUdvOtXxM7BHr8gpbHbNXUF146F5Znux+L/0eHEqoHP+yCEOARsA0YA5aWUV4UQEcA0KeX3T6KddmTNU8/0gjxt/9vaowtEt6CqWaH/YP09rfvvnbbfxpz0cE+Pgejn/HBPj0FBnrb//fKCSfNnkUuf2ChF2t4l+X7fOL74tmrg8zllCfA1sE9KWTDmaFVUVFQKmP/Bd2jPDOoa2v1ZjvLl+rKHeVRRUVF5ZvkfrKE9K6gjtPvjCaQDqzMv2C5sqqioqPwn+H+0hqY2aLkQQpRA2R47GPj1aXwboaKiovKv8RyMvPKLOuV4L67AApRvKh79oEQVFRWVZ4n/jYHPZwJ1hJYLKeUllK/XC4zZr917ttyTYtI8fc1Mhh39skB0X645oEB0X9R5FIgugLmA9oCVKqDdiPYU3Ka1w7g93NNj8NOigtnx6Zzn+blPB69nebN4wZ/l+MygNmgqKioqzzP/j6Yc1QZNRUVF5XlGbdBUVFRUVJ4LnoO1sfyiNmgqKioqzzPqCE1FRUVF5bng/9GmkGdq274QwiKEaP80wgshFgkhVj/A72ohxKLHjUtFRUXlP4G6bf+5YAgU4J7lx0fbYlIfPCp5Y0o3svXTn7IMUwJU6xpE9e7NMBvNHJq1jks7TmS51erXGhcPd/ZOXgGAZ3VfgkZ3R6OBpJvxpMUnU1yUwWQwsnlETt3qXYKoadU9MGsd4TtP4FTElfYzB2Hn6EBybBwbh8/DmJZO3XfbUqljAyxmCwdnr3+kmzt19gLf/LCARd9PfeSMadDiBXoM7Y7ZZGLTii1s/HVTDne/yr4MHj8Ik9lMhiGDKUOnEnfrLoO+HEjVOlVISVbsS216ZxY+9SrSZEhnzCYzx1fs5tjyv3NoFfXx5JXp72GxWLghr7IxeBEWi4WWX3TFu65Aq9Ny9Ne/Obb8b9zLetB5+gDQKIYc9VZbZ8dW7uZoHrqdp70HFguxoVfZYNVtPvwN/BpXxWKBjWN/IfrkJVw9CvP6dwPR2duRfOMuZ/86SKP3O2A2mTmxYjfHc2kX8fGk43RF+4a8yqbgRWA9XLyIjydvzh/G3FafgUZD+8n9qNCyNjp7O+Kv3GTL5z8Tc1IxgfIoZaF8UHUaDXkVUMzMbBu1CHsnPe1nDqRUTT/s9PbEhUaz86O5JERkl7dKXYOo1KMZFqOZozPXEbXjBHp3F7rsnkac9WjUy5tDOL1gixJAo6HtL8OJ2HqUU79tztKp1rw2bT98DZPJzIGVf/PP8h15lp3Xgntx49I19i7blnXNtagbw9dMYMLLw7OsQFduXouWH76KyWTiyMrdHFq+M4dOMR9PukwbgMUCMaFXWBu8EIvFQp3XX6Jhj5ZotFrObgth+6y1uJcqRtdvB6EBipUqRsqtBIxpGU9Upyu92oi677XDkJjK2VV78rzXR0adcvzvI6WM/7fTcB9e0ent+a3zOLwC/WgS3I0/+n8LgLNHYQL7tGZZ+2B0enu6rBlN5N4zaDQaWk7pj1egHxc3HckSajWlH38OmMndyFiaTeiNSwl3lll1m47qxtp3FF0Xj8LU7tOaxR0U3e6rRxOx7wwNh3Tm/B/7ObN6L/Xf70DN7s04vWoPtXu3Yl6Tj7F30tN70yQgIV83tmDZKv7cvBMnx0f/3kdnp+P9se8xsN1g0lLSmLH2Ww5sO0jczWxLz4O+HMis4NmEn7tE++7t6DLwLX74ci4BVf0Z0f1zEuKUdDbRl+Tl0T2Y1yGYjFQDfdeMIXTHMZJuZheJ1sHd2TltFREHz9N+Yl9Eq9qkJaRQ1MeTnzuPRedgx6BtUzi38RCtvuhGyLIdnN1wiI8OzeLob3+za+bv9F89BplL9+VR3dkxXdHtMLEvFVvVJu7qTcoG+jPvlTG4lylOt/kfMafNF7z4fgeOr9nLyd/30WLYa7Sb1JfZTT4mPdVAH2uak220WwV3Z9e0VUQePE9ba5rllhCqdW5Mvb6tcS6ifBdWsXVtvKqV58DcDVw/fIEmI96iqK8XMScvPVJZOLV8F0FfdGX5WxNJjUui3nvtcCrqRuVXGmJMNXB19ymuHThP2aAaNAjuxpZ+Snlz8ihM1b6tWdMuGDu9PZ1+H83VvWcoXrUcYX8c4J/Ri+95/vU+fQO9u0uOa1o7Ha8F92JKx89JT01j+OrxnN4RQoJNnrgWdaPXNx9QorwX2+ddy7pe6aUavDKiG27FC+fQ6xj8NjM6jiI9NY0PVo/j3I6jJNrodRz1NpunryT84Hlem9iPKq1qc/18FA17tGTOW19iSjfSatjraO10vNSvLSf/PEDCzbu0G/o659f+Q8zJS49dp52KuNJ4+BssaTOStIQU3vj1M1CMYkY8qO48lP9HDdozNeVopY4Q4rAQIk0IcUYI0STTQQhRWAgxSwgRLYRIEUJsFkKIvERyTzkKId4WQoQJIZKt5sIdcvkfJoQIFUKkCyHuCCGWCCFchRB66+9+ufzvFEI8jpXVxhFWi8fXj4fjaTVECeBV049rIaGY0o2kJ6ZyNyKW4hW90Tnac27NXg7N+iPLbxFfL1LvJlGrX2veXDmS4qIMF/46mKVb0la3hh/RNrpxEbF4VPSmTF3B5d1KWi7tOolP46pkpBiIj76NvZMee2dHLI8wDVG2lBffTRr1GFkCPgHeREdcIyk+CWOGkTNHzlKtXtUcfiYMnET4OauhRTst6YZ0NBoNZcqX5qOpQ5mx9ltefqs1Hv6luBMRS1pCCqYME1FHQvGum7OYeFUrT8TB8wBc3HUS38ZVuXrsIn98Mk/xYLGg0WkxG014BJTm4t8n8PAvxe1LMZSqXh5ThonIkFB8cumWyq3bqCoxZyNZ3HMKAO6li5N0U2l4N325lFNr/0Gj0eAhypIYG0daQgrm+6S5ZLXyRFq1w3adpHxjJX/S4pNZ/OaE7OdQV2DvrMeUYaTxsNfwCvQnYo9i6PJRykKp2gHcunCVpqO603VVMMm3Eki9k8jRBVtIvhlP1K5TuJYqxu3zUVkGVQFK1PQj5kgoZmscCRGxFKvkjUe18nhULUfHVSNp+cNgnEu4A+Dbti4Ws5krf5/K+Yz8S3MzMobUhGRMGSbCQiR+dSvl8KN3dmTDd6s4vHZvjusWs5mZ3ceTEp9t4sbTvzS3ImOz9C6HSMrXrZgjXJlq5Qm35vGFXScIaFSNgMbVuHLqEl2nD+T9FaOJOBqK2Wji2rlInAq7UL6uICn2Liaj6YnqdGHvEtw4F0lafDJYLMScugTwAk+KxZL/v/84z2KD9j4wFqgGXAJ+FUJkTh2uBpqiGN2sD6QBW4UQDzRGJIRoinKc1TdALRSz3x1s3Lta4/wICAB6A52A96SUBmu8XW38lwKaAL8+xv0VMiRmm7i3mMxodMpjcHB1wtYtPTkVfSEnDPEpRO49k0PEqagrpWoHcGLJdlZ3m4y7dwkKl/XIW9ctD103JyU+qxn49CTlGkDi9dv02zGVXhvGc2zh1nzfWMumjbGze7xBv7OrM8kJyVm/U5NTcC2Us8d+58YdACrXrkyn3p1YPf93HJ0dWbvwD74aPIXPenxBx54dKFnFh7TEbDus6cmpOBbKWUQ0Gk1OdzcnjIYM0hJS0NrpeGX6AI7++jfpKQZizkUiWtZG7+qE3s0RBydlBKrkWa6iZ6NrSFJ0QZmqbD78Dbr/PJxT6/dne9dpGbR1CqUD/YmPvp0jTfp8pBng4s7jZNjY+tK7OmHvpMepsAurek7FmGogaJRSfB+lLDgXdaNsg0rsnryc1b2mUqdfa4qUVyyrO7g6ETiwA1X7tCJq5wnMucpxum0cSak4uDlxN/waR75Zw/o3JhKx5SiNvuxJEVEG/1cacmTaGnLj6OpEmo2OISkVp1z5ffvqTSJO3GsM88K+0yTfzWmvTZ+HnuMDn18ajm7OuBRxw7deRVaOmMvi97/llbG9cCzkzN3rt2nUqxV13wiieKWyhP51GHj8Oh0XEUOxCmVwLl4IO0cHvBtVAchZCR4H9bT9f5UpUsqNAEKIqcBewMN6aHALoK6UMsTq3h2IBLoD8x+gOQBYJ6WcYw33EfCyjfs1oLeU8i/r70ghxG6gsvX3UmCnEMJTShkLdAGOSSnvb6v+/iQ4uDpl/dBotVhMSkFKT0rFwSXbzcEl+yWTm7S4JO5GxHLnojLNEhcZS/EKpfPWTUzFNs5M3fQk5brRkJH1QvMNqoFrCXfmNh4GwJuLP0Vjp8diLBjjiH0+6U3VelXwrVSeC8ezs9PJxZkkmwYuk6AOTej+YVdG9hpF/J14tFotv/+8FkOagT6f9KZIcXfaje9D5JFsLQcXJ9Jy5WOmqfvc7o6FnHnzxyFEHDzPvjnK+mHSrXhajeyGYyFn7kTdIDnuhhLO9cG6+lzuO6atYu8Pf/Lu2nFEHr5AXNQNmg55leTb8RT2KkrZOhVypCn3s79fmnNjSEolIyUdue0oAMZ0IyWr+QKPVhZS45KIOXUpa9rzyiFJico+xF2OwZCUyvHv13P7fBRtfhl+bzm2jcPVifSEFG4cD8dobXgvbw6hzvDXEK81xqVkETqu+AK3MsUxZRhxalCBwiWKULqiDxEnLubIz9Q8ysTDaDf0DcoHBlCmog9RNo2f8nxy6llsXup6V0fSEpJJuZtE+MHzGJLTMCSnERsWjUd5L9p/0Z3lw39EvFQdR4OZNt8OYG2faY9dpw3xKez6cikd5w4h8fodbpyJoGR131uPfMO5UXc5/quE2/w/86R7J6AKijmXo5mOUspk4LjV7UFUBY7ZhLMAR2x+7wauCCEmWHc/ngfaATqrl73AFeAN6+9uPL6dtH/KN1VMrXsF+nHrwpUsh+snwildT6DT2+Pg5kQx/1Lcuo9t0btRN3Bw1uPu4wmAnd4eFw/3LN2b0kb3ZDhl6ubUvRl6lashofha0+IbVIMrhyVp8clkpKVjMmRgso5Y0BRcMVn49SI+fuMTXq/5FqXKlcLN3Q07ezuq16/GuaPncvht8WpzXundkY/e+ITrUTEAlPEtzYy136DValn87RJuXr/Jz6+OpaiPJ06FXdDZ6/CpX5ErRy/m0Lp+NoJyLyjTVwFBNYg8LLHT29Prty84vnI3e2auy/IbcyaCxd0mMbFiX5yLuBIVEorOXke5ehW5ciynbkxu3SOS8g0q0+7L3gAYDRmYjCYsZgvtx/fm0v6zLOwykWU9p2Cnt8exsAtaa5qvHr1X28eq7R9Ug6jDefenroSEYsrIIKBZTbwC/Ui+cZdboUo5epSyEHP6MsVFGZyKuKLRaSkV6Mfti9HUH9gBjVaLd7MaZKQY0NrpuGNTjm+cCKekTTl29y/FHXmVJl/3x7dtPQBKN67CrVMRHJy0nLUdx7L+zYnIVXs5NX8TCz+cyXddxjGizjt4+JTE2focA+pV4tKx0AeUprzZ8N0qvusyjrF1BlDMplz41qtIRK7nd+1sBH7WPK4YVJNLRy5wOUTi90Il7PT2ODjplanLiBhS45NJS0whIiSU4hVK41jY+YnqtEanxSvQn+WvT2DTsB8p6lcK4J9HvuHcqCO0f5W8zKtqgNQ8rme65eeNm3vHYzrW+xdC9AZ+ABYCm4DxQNb6mJTSIoT4FXhLCLEFqAk87ucFa02GDLr+Pho0GrYMn0ft/m24GxlL+LZjHF+4hS6rg9FoNez7ehUm6+6s3JgzTGz59CfazhqIRqPh6tGL2DnY0d2qu2n4POr0b8PdiFjCth/j6MItdFul6O6dpugemLWOttMHUL1rU1LvJPLXh3PISDXgc7IKPdaNxWKxEH0klHK1ijzmreYfk9HEj+PmMnnpJLRaLZtXbOZWzG18Arzp1LsT3wfPZtCX73Mj+iZj548G4NTBU/wyfQk71u5k1voZmIxGtq7eTvyFK2wZv5QeS0ag0Wo5vnI3ibFxeASUpl6vlmwYtYitE5bRYXJ/dA523AqL5tzGQ9Tv05oiZUtQu0tTandpCsC6T+Zx69J1On39LsZ0I9dOX6ZahwZU79iQY5m6/qWp36slfwUvYvPEZXSa3B+dvR03w6I5u/EQAFXa1af/6jFodFoOL97G3as3ObhoCx0m9iXow85gNrNt4jK6W9N8wqpdPKA0dXu1ZNOoRWybsIz2Nmk+b9XOzYXNIQQ0C6Re3zY0fK89t8Ovcyf8Ov4taj1yWdgzZSVvLBmh6P51iFuhV0m5k0Db6QPwrFiW8i/XJenaLfaPW0r1d9oQHxFL5LZjnFmwhU5rgtFoNByeqsRx6KsVBE17hyo9W5CRYmD3pz89sEyYjSbWTFjM4MUj0Wi17F/5N/GxcZT0L01Qr5dZHvzzI5Uxs9HEnxOW8u7iz9FoNRxeuYuE2Dg8/UvTqFdrfg9ewPqJS3lj8rvo7HXcCLvGqY2HsJgtHF65iw9WjwWNhu2z1pIan8y6MYvo/GUfNDotnuVKknI7gaDRPR67TltMZswZRt7eMB6jIYOQ+RspU7/ik4/QnoO1sfyisTxDNyuEsAAdMqf+hBBVgdNAecAeCCXnlKMzypTjGCnlHNvw1m/MXKWUrwshfgOcpZSdbOI6BpySUvYWQhwBNkkpR1vdNMAZIERK2ct6raL12hRrGlo97n1O9+7x1DPdVIAfKKin7WdTUKft2xdQNdQX4JcrhQqoQ39KV1Cn7ese7ukx8TIXjPbHUUuf+AGmLvw036XLqc/UZ/FTp3zzLI7Q8kRKeVEI8TuwUAgxEIgDxqCM6JY/JPgMYK917ewvoCdQA8jcVnUbaCqEqIwykhuGsn522ib+C0KIEygbRwrmTayioqLytHkOphLzy7O4hvYg+gKHgfXAQcAZeElKeedBgaSUB1HWv94BTqI0Vr/ZeBkCWIAQYDugB75C2RFpS+auxt+f6C5UVFRU/kdYTKZ8//3XeaZGaFJKTa7fZ7BZ+7J+LN3P+vfA8FLK3rnc1gHrcoexukngpTycclus9kLZLZl435tQUVFReZb4fzRCe6YatGcVIUQ9lO/i3kPZ/aiioqLy3+A5OKMxv6gNWv5oBgQDs6SUex/mWUVFReWZwfzsbPwraNQGLR9IKScDk5+WXnoB7CMqyK1JBbUbcfOJHwtE9+fA0QWiW5CkFtADTNIU3Mvsg9hdBaJ71rd6gejuSipWILoAdwpuA+WTo045qqioqKg8F6gNmoqKiorKc8FzsHsxv6gNmoqKisrzzP9gDU0IYQdMRzkW0A5YAgyXUub5lbwQYhgwFCiGcrTgACll5JOm47/2HZqKioqKyqPwv7FYPQloA3QEXrH+Oykvj0KIASjHC34E1ENpAFc9SeSZqA2aioqKyvOM2ZL/v8dACOEIDAQ+llIesB72PhgYIIRwyuVXA4wCRkkp10gpz6GYDCsphCidW/tR+demHIUQEcA0KeX3ebgtwnoOYwHFvRpIyv3xtYqKisrzhqXgN4XURLHbtsfm2m7rtZrAAZvrlYHS2IzIpJRhgPfTSMizuoY2hILdif5v0AEYDRhrdAni5PJdORyL+HjSbvq7YIGb8gpbgn8Bi4XGQzrj16wmZpOJ7eOWcv3kpawwlTs1oE7vVizurBgGaD2xN1VebQwWOLVyN9vHLskRh3uuOLZa42hkE8cOaxwlKnvTclwvLCYzzQ3JTBk6lbhbd2nQ4gV6DO2O2WRi04otbPx1U444/Cr7Mnj8IExmMxmGjKxwg74cSNU6VUhJVmxBje475pEy79TZC3zzwwIWfT/14Z41Gl6c2Jtilb0xpxvZ9elPJETEZjlX6hpEpR7NsBjNHJ25jqgdJ9C7u9Bl9zTirKY9Lm8O4fSCLVTp1QLxxktgsRAyYy0+zQKfim71/i/j11ExRhy18yT7Zq6j+cTeFK/kjSndyLZPfyI+Mlu7atcgqndvhtlo5tCsdVzecQK3UsVoNe0dNDodGg1s/2wBcZeuZ4VpMbkvCXeTuBISyktDOmM2mTmxYjfHl/+dI7uK+HjScfp7YLFwQ15lU/CirBPai/h48ub8Ycxt9RkA7mU96Dh9ABoN+Ia9yoD3PyU1NY327VoycuRQTEYTCxct5+cFOW3fBtasyrq1iwgLuwzAj/OWsGrVeqZ8NYpGjeqhs9Px00/L7gln+0w9xwxCX9EXS3oGMaO+IyMq+17du7WnUOeWYLFwe86vJO86nHe5mKSUC1O6kd2f5Hx+FbsFUbl7M8wmM8dmKM/PzknPi1/1xq1sCbQOOv4JXszNE0odtHN04NWN47GYzaSmpHFyxe4nqteeVcvxxs8fceeykqbjS7dnynwNNEZ5X8/jwbYf7+URRl5CiLsP8yOldM91qTSQbD3JKdNPghAiBSiTy68/YAB8rQOLcsB+YLCU8lq+E3ofnskGzTZjnhPsgW+BukByYLdmhrAdx7MMJwI0D+7OnmmriTp4ntYT+1ChVW3io29R9oWK/NJpDIVKFePVH4ewqKPyjVWJyt7UeCuIzHbfxaMQ1d8M4vv6g7GYzQw+MpsDs9ffE8fePOLwfqEii61xdP5xCL90HE2LMW+zbcwv3DgXhb5LXboMfIt5k37i/bHvMbDdYNJS0pix9lsObDtI3M24rDgGfTmQWcGzCT93ifbd29Fl4Fv88OVcAqr6M6L75yTEJTxy5i1Ytoo/N+/EyVGfL//lW9fGztGeda+Mo0SgHw2Cu7Gl37cAOHkUpmrf1qxpF4yd3p5Ov4/m6t4zFK9ajrA/DvDP6MVZOo5FXKnydgtWvzwSnd6ebvu/JWrH8SfWdfP2wL9zQ9Z2GIPFAq+sCSYwKRWd3p4VncdRMtCPJsHdWN9f0Xb2KExgn9b82j4Ynd6et9aMJmrvGRoOf50Ti7YRvvUoPi9Vo9GIN/nrvRkAVOvejGKiLIlHLtBqdA9+7hBMeqqBPmvGELrjWI5y0Sq4O7umrSLy4HnaTuyLaFUbuSWEap0bU69va5yLuGX5bfFFN44t28GZP/Zz5WUvhg19j6lfz2ba12N4oWE7kpNT2LN7HX9t2EZs7M2scIGB1fhuxny+/W5u1rWgJg3x8y9H45c64uDgwKkTO1nz+4Y8n6lriwZo9A5EdfkIxxoV8RjxDtcGKVYgdO6FcO/anojOg9DoHSj/11wu7ep5b7l4uTY6vT3rOo2jRK28n9/vbZXn13Gt8vxqvN+OO/Iqfw+dS9FKZSlW2ZubJy5RvHp5XvqqD4V9S7Ku0zguykh6rhnDk9TrklXLcfinTRyen91JfGX24KYojUADlDNmzwKrUQ5nzx8Fv8vRGaWRyo0BJc22uKEsdc0HPgFuABOBzUKIWlLKJ7JG+sAGzXq6/HLrh8UIIWYDvYHCUkqjEKIkcB0lw9sBH6AMHS8AX9hYnt4FnAOaouxqaZIrHl8UQ3ZrpJQf5DL90tuquxLlFHx7YDPwntXAJ0KIN1EWGb2BHcAloFDmlKIQ4m2Uk/m9UA4YdsgV/zCUedxyQBKwwfo7w3p/n0gpf7bxvxPYK6XM7zCjEhCGtRBeOSIpW1dwYWN2L7JktXJEHTwPwKVdJyn/UjXuhF/n8h7FTHvCtdto7LQ4FXUDs4WmI7qwfdwS2kzuD4BzscJEHjhH6p1EipTzxJCUSpm6AvmAOMrlEYfWGscfg2eTfEPprOnstKQb0vEJ8CY64hpJ8Ypp+zNHzlKtXlX2bMg+PGXCwEncuXEnRziNRkOZ8qX5aOpQihQvwqblm9m8Yks+sw7KlvLiu0mj+PzLr/Plv2Q9QdQuxZDCjePhlKhePsutRE0/Yo6EYk43kp5uJCEilmKVvPGoVh6PquXouGokqbcS+GfMElJu3GVV6y+wmMy4lSkO8FR0k6/dYWOPqVkWqLX2OopXKkuEVTvmeDieNtola/pxLSQUU7oRU7qRuxGxFK/oze7xy0hPVMwEau10WXa2vGr54xXoz+llOylRX3AnIjbLunXUkVC86wrO5ygX5Ym0louwXSfxfakacksIafHJLH5zAh/s+SbLb/GA0oSNUAYI+w8cYfrXY6lUKYDw8Aju3lVe5Pv/OULjxvVZs+avrHC1alVHVPCjY4dWXAy7zEcfj+HAwaOcOHkWAIvFgk6nIyMjb1thTrWrkLxXse2bdvICjlUDstxMdxOIeGUgmMzYlS6COTEp73JRV3Al8/kdC8ejRs7nF5vH8yvbpBrh6w/SdumnpCelsm/kLwDoHOw4NHklLX74gIykVMwZpieu1yWrlqOonxcBLWsTFxHD9nFLQZmuO2GVs6AYHc47k+7HI0w55jH6yg+p3NtwYb2W2zx3Bso7fISU8k8AIURXIAYIQjkc/rF52KaQTSjHPmXSFMV6dOYp9K1QGq8uKAYxRwPVUQ4BXi+EqGETtj/KNs32UsrzmRetjeI2lEZk8H3SUR14EWiBcmL+q1hNuAghGqJYj56DMl97CqUBzNRvCiwAvrGmOwll+i/TvSswFmXHTQBKg90JpcE0oPSGutr4L4XSIN9nbiRPCgFZ3bb05DT0hZxz+tBkz7CmJ6ehd3PGwc0JQ2J2eUhPSsPJ3ZW2U/uzffxS0pPTstz0ropp91q9WtJz3VhuhV7NVxz6POLQuzlnNWalawfQqXcnVs//HWdXZ5JtTNanJqfgWsglRxSZjVnl2pWzwjk6O7J24R98NXgKn/X4go49/4+9846Ponj/+PtaLpcCIRBIAiSkOYTei6AEEKQjqHSliYgoKiIiEDqICCgKqKiIBaUXUYpItwAJEDobCCS0JLSEtMvl2u+PvVzuQoAAxp/wvffrlRfczuwzs7uz++w8MzufzoRGhlBc2rRsjlpd/GCCm5eOPAeZe4vZgkKlLEhzPx89DwAAIABJREFUOl49bt460hMuEzN3NT8/P53ELQdoNkV+w7eaLVTv34ZuP08i69K1f8SuxWQmN01+6DYZ35trx5Kwmq1O+xe27XSNsvVoS+nITcvCYjJTJjSAJ8b1Zu/Ha/Es70OTt7qzffwSAFQaNYZMfaF9nduFwqld6HH3lsfxT28/hFHv/OKdeiKJx9rUB6Bzp7Z4enpQytuLmxkF63VnZmVRupS3034xMYd4d8xUWrZ+lnPnzjNh/EgMBgPp6TdRq9V8s/hjvvp6KdnZhZ9/MkpPDyyZBW0PswVUSqffPn07E7z8IzK3/FGkDY237vbnuFCa0Xb93H290fp4srHfLJK2HqJptPwoSI09jTk3D6upwFk8yH3t7u3B5cNn2TH9J5b2mEb6+Ss0f7MbQC7yi7AG+BY55Fi0x74dJTwpBLgIeAoh7BddCFEKued2qVDe/LDisfwNkiRdBa4BwfdbgXzu9pTYBIwQQrgBZZB7MNuQnct+4GlgI7Kjmi5JUr4u2SQhRGNgNNDXtm27JEmFX8t9gN+QpWBeliTpdmdUAwyRJCkFOC6E2AzUt6W9BmyQJGme7fdYIYSjE34FeYX8hQA2TbR2DumXgQH5oqJAkhBiF/LgJcAPwHYhRAVJklKRnfdB2wr9d2Macuy7FmCXF3bzdCfXwTEA9rf1/HRDRjZ5mXrcPN0Ltnu5o/XWUSbEn6enDUSt1VChejDD936CRufG5bgEDn67lbgftzN091y8/cvctQxDEWUYbHWr2qkxj7/Wlb/+PMSEL8YTGhnCqUMFh63z9CCr0HEARHVuQd8RvRnXfzw3b9xEqVSy5uu1GHLlh2PcX3GEVgstxum7P/Ky9Lh5FUyuUiiVWM2WItPynd+VQwmYbA/vc5tjaTDqWXue499u5eSP2+m9Zw4V6oXb3/IfxK5KqyFq9hCMWbnsGfcNDcb3uXOdPR1se8ovLwCVmkbSatoAtrz1OWlnk6kzsC06X29e3D4Lj7LeqLQartrG7wrvm49zu9DZe3NFsXXaUtpN6U/1Lk1JsmRQtWo4a9d8w/79h+x5vL28SL/pHFpet34zN23b1q3fxLyPpgHg41OaFcsWsWv333ww65b5YXYs2TkoHc4BSqXs1BxIX7qB9BWbqLRoKrrGtdDvO+KUbszUo/G8zTkulKaxvSDmpmWR+NtBAJJ+P0jd4Z1p+M5z+DcS+EZWlvtM9nN3//d1bkY28Vti7ddG2hJL28n987OUQX6x3oksa3VvlPzixIeBbGS/sNG2rYVt2+FCeQ8h9+jqAwkAQojyQDnkyNoDcbce2l/IXcQmyL2zfcB24Anb9Ms2yI6tHM4zWQD+AKo7/E4owv54oAZwQZKkO531TJszyycD2cmB7CxiCuV3rEsN4GD+D5vTjHH4vQu4IISYJoRYJYQ4iRw+zV+dbQ9wAVlPDeQPB5feoa6OjEfuRldADsv6Am6VG1fl0oEzThlTjycS1CQSgNCo2lzYL3ExNp7QFrVAoaBUYFkUCgXJh8/yVZsx/NhrOutfn0/q8SQWNBnBD89NpXJDgXtpucfk7q3j6qmLTmVcuU0ZIYXK0KdlUb1bM+r3b8uPPafz6fgFvP38OzxXpyeBVQLx9vFGrVFTq3FNThw44VTGU91b88yALox8/h2Sz8uXrFJoReatnYtSqUSlVlGjYXVOH3U+/n+SlJh4glrJwYHydcO4cepCwTmIS8C/kUCl1eDmrcMnPJAb0kVafPgSoR0aAVCxeXWuHUmkdGgAbRe9AYDFaCb3Ribl64Y9sF2Adl+/xfUT59n93mKsFiuXY+Op0lKus3/dMK452E6JS6Cig23f8ECuSRep1DSSqEkvsPbFWaQekSdbxH3zGz92jGbx42+yfdwS9i76FbW7G+6lPVFqVAQ3rsrFA6edz9fxRIJt7SI8qjbn99/+XS20eQ12f7yGn/rPYvPmHUyaPIfASnUICwuhTBkfNBoNzZ9ozN69B5z22/TrUho2qANAq5bNOXjoCO7u7vy2ZTnffLuM6TM+vuM11R88gWeLhgC4166KIf6cPU0TUpHAT8bLP4wmrHnGInsbKbEO7aJeEdevsfP1S5MukrJfIqiVXO+AxlW5EX+RmA9XseH56XxfZzhqdzfcvHUoNSoe5L7Wp2XR67vRBNSWX/SqNKtOytFzIEfEtiFHmabe8STdjhLuoUmSpEceE5svhHhCCPEk8CmwQJKkXCFEaSGEny1vFnI0ba4Qoo0Qojpyp+E4zrMk74s79tBs42S/I4cd/ZGnYu4C3kYO37kjj2cVhQJnh6kvIs9u5G70EiHEUkmSjhaRB6Cor83z+/JG7u6YC8+YzMN27LYxus+Ab5B7pFORw6eA7ACFED8CPYUQW5DDmp3uUl5hjMghzS2A8siKXWSlplE2IpAG/duyZfwStk/7kfYzB6NyU3PtzGVObdyP1WLlwn6J/msnolAq5VmJt+H66Uuc3nqQV/+eBwo4//dJ4jfHUDYikPr92/Lb+CVscyjj+pnLSLYyLu6XeNGhDIVSwVOTXiDj0nW6f/EmUeRxZO8Rvp3zPZ9P/oKZP8xAqVSyeflmrqVcJzgiiK4DujI/egHDpwzjyqWrTPpSnrySv9+2tdv59Od5mE0mflv1O0nxD7wowG05tzmWSk/U4Jm1E0ChYOfbi6g1pD03E1NJ2nqQY4u30HV1NAqFgv2zVmI2GNn3/nKiZg+h+otPYcwxsGv0V+RcSef6ifN0Wz8Jq9VK4pYDeFQo88B2q7RrQEDjqqjcNATZnNjuWSswG4z0XCPb/m3UIuq91J70pFTObj3IoW+20GNVNAqlgj8/lG1HTeyHSqPm6bny4tFpZ5PZ9t5ip3NhtVjZOvUH+n7/LgqlkrgVu8hMTaNcREUa9m/DpvFL2DptKZ1mvmRre5c4uXHfLec0n2tnk+n84cuY80xsjtvP6yPGYTKZeGf0ZDb+uhSlUsmSJcu4fDmFyMgIXh02kNdHjGX4a+/xybzp5OXlkZJ6lVeGjWboyy8QGhLES4P68NKgPgAMHjKyyHKztv6F5+N1CfppDigUpLw3lzIDupGXdJnsHfswSGcJWvYRYCV7dyz6mFsfJec2ye2i67oJKBQKdo5cRM0h7clwuH5dVsvnOMZ2/Q7N/5kWH77EM+snYjGa2f5mwYLaFpOZm0mptJg9hCZGEw96X28ev4S2U17EnGcm+2o6m95bTJNXOr0ChCIPtQyxFT0QOEcxsZr+laWvxiA73w2ACfmlf5wtbR7yi30V2+93kSeMfI88SWQb0F6SpAeuqMJqvbNXFkIMRh5X8gFGIPe80oH1gFaSpGeFEJeAjyRJmu2w30bkb7162CaFxEqSNMohPRHbd2g2R+ENNLM5kCU4TwqZLUlSOYd9HdO/BzwlSerukP4HcEaSpAFCiJ8AD0mSujqkHwSO2NJjgE2SJE2wpSmQ47uxkiT1t22ratv2AdBQkqS2xTm5t+P94H7/+Fo0JfmNw1bzlRKx61ptv4CHcbX9yck7S8Sua7X9At5L+uGBW0bWO92K3Qi8Plz7UH8uVZyR9k3IPRgzsFeSJKMQ4i/ksaT8N4aZwBQhxEXgANATeXwtqpj1eB04iiygea9PuXnA30KIEci9xZ5AM+C0Q/oe29jZL8CLQG3kySMA14GWQohqyH7hLeTxM/srniRJp2wzPkdim4ziwoULFw8F/0MCn3dd+sr2sdtJ5B5LfthwF/LDP/+DifnALNvfUeRZgp2KK4YpSVI8MBt43zbrsdhIkhSL3AV/C9lJNUDuPebZ0vcij38NQR6grAb85GDiDeSh3VjkKaNa5IHXejiTP6txzb3Uz4ULFy7+Xyn5WY7/Ge4acvyvY5tNmSVJ0nGHbb8C+yRJmvIPlvMhUEmSpN53zXwXXCFHGVfIsQBXyLEAV8ixgH8i5Jj5ZudiNwLvjzc88iHH/zqNgNFCiL5AEnKosxXyJwMPjBCiEVATORza8Z+w6cKFCxf/Go9Az6u4PAoObSHy7JllyN9rnASec+yxPSCtgGjg0+KGUF24cOHiP8O/M8vxP8FDH3J8GNng3/sfP+kXNCUU8wCuKEumjfhbSia6MfjQPxZpvhVLyTwc1teeVCJ217kV9bXMP8Nn3e5tBab/b1QV/UrMdtzckll+9vHk1Q8ecnylXfFDjp9vdoUcXbhw4cLFf5P/pU6Ly6G5cOHCxaOMawzNhQsXLlw8ErgcmgsXLly4eBSwuhzaw4UQohZQVpKkHXfN7MKFCxf/S5hcDu1hYz0wB3h4HJpCQc2ZgyhVPQhLnonDIxeR4yAHD+BW1ptmGyazq+W7WGzijU8dWkD2OXkV+7TY05yascxur8X0Ann5HaOd5eUje0dRvV8rLCYLBz5ZR9K2OHtaQGNBm09e5bvG8sryEc88Tp2XO2C1WDi5fBdXlv7OY63r0uKNbljMFg4t38XBZc6n2je4As/MGYrVauWKdJGN0UuwWq20GduboIYCpUrJgR93cHDZDnwq+9Ftziu4KRToypXGcDMLc66RnUXUObJfK6y2Op/fFofWx5Neu2aTZpNEObc5lqOLt1C9/1OI558EqxWFxgOr8fYSKI4cOX6KuZ8tZsn8WcXKn4/FYmHq3IXEnzmHRqNhyrsjCKoUaE//eukqNv6+Cy9PDwb2fpaoZo24eDmFcTM+wmq1ElChPJNGv4bO3d3ZsEJB3ZkD8akWhCXPSOzbX5FdRLto+fMktrYag8VgRKXT0njhcNzKeGLKMbD/9c/Iu55JUdRt3YBub/TAbDaza/k2di4rWk+xb/RAks9eYvvS3wCoFVWX7m/0BCDx+FmWjF/kVGftc8NQVQzBajKSu+xTrNeS7cna7i+jConEapBnXOq/mga58vVRhVbH/YW3yZ486NZKlJRd2TiaNv1Qlq8MJhN5W5ZgTS9YQEAZUhPN410AsKQmYfz9B9C44dZxKAqdJxgNGH79CvSFzrNCQejMIXhWq4Ilz0jC25+Rm1ggFBLwcifKdW0GQNq2g1ycuxKVtwcR899A5a1DqVFzbtISsg7E36be946rh/bw8dBNNfVv3wCVu4Y/O03Ep1441Sf1I2bAHHu6X1QtIsf1RutX2r7No0oFbh49R8yLs2+xF/p0fVTuGtY8M5kKdcNoFt2HTQ7y8rUGPc3KjrK8fLc1E7iw5xiWPBNeAb7UebkDSnXBtP/Hx/dh2VPvYszOpff2WezbtI92E/qxqHM0Rr2BQasnEr/tIFkOUvNPR/dl++yVJO49SafpgxBt65ObkYNvcAW+7jYJlZua4Vs/4MTGfbQd24fYpdvw0hupPbQD53cc5uKeYzSN7sMWhzrXGPQ0q2117rpmAhf3HKNcjSqcWf83f074zl62exkvqr/wFKvajUOl1TDo+OeY0s7f9RosXrqSDZu3o3MvSmz3zmzbs5c8g5Gln8/h8PFTfLjgaz59PxqA+IREft26k5++kJWe+w17h8b1azFn4WJ6dG1PxzZRrNqwhe+Wr2No/15OdgPb10el1bCj8yR864VTe2Jf/hpYoBhdIaomNcb2wt2hXYT0a0nakXOc/GgtwT2eJPLNZzgc/f0tdVapVfSbMJDozqMx6A1MXD2DQ9tiuXk13Z7H27cUr3w0Av+QQH79QtZmdPd0p/fY/kzvGU1WWiYdhz6Dt28p5GVQQV2zCQqNGzkfv4MyWKDtOojcr6fbbSorhaH/fCLWbGeNNIVPOTQtnwFV0Y+hkrILoIqoi0KtwbB0BsqAUDRRPclb96mcqHHHrcXz5C6fBfos1I3agc4bdbUmWFITMf29AVX1ZmiadsK4/Scnu77tG6HUunG081i86kVQZWJ/Tg38AABtUAX8uj/BkQ7vgdVKjXXTuLFpP2U7NuHmH0dI/vJX3MMCeeyztzjS9p3b1v2e+R9yaHddy/G/jm0l/2DgUyHETiGEvxBihRAiUwiRLIT4SghR2iG/VQjRSwhxWAiRK4T4QwhRRQixQAiRIYS4KIR4wSF/ohBipBDibyGE3vZv4XUe7xnfRoIr22Xtu/SDZyhd21nw0mqx8neP6RjTCwQDfWqHoPP3penq8TRaOhrPsAB7mn8jwXmb8GTqoQT8ahUoQleoE0ZKvrx8pp6biamUiwxCpdXQ4v1B7B63xKns66fO4+btgUrrBgooG+rPjcRUcjNyMBvNnI+JJ6ihcNonoGYIiTap+dM7DxPavAYXD55m/Tu2N3mrFYVKicVkxi+iIqd3xOHfSHB2Ywz+DQVXDiVQ3qHO5QvVOSMxlbKRQfjVDMGvRhW6rBxHm89ex6O8D7lpWax8eiwWkxkPv9LFXoy1cmAAH88YX6y8hTl05DjNGsvNoHb1qhw/VaAxdjbpAg3r1kSrdUOrdSOociDxCYkkJF6geZMGANStWY2DR07cYrdcI0HKDrld3Dh4hjK1nZW9rRYre3q+T156gWjxmS83c3LeOgA8KpbFcLXob6ICwyuRmphCTkY2ZqMJKeYkomGkUx53T3fWfLScP9fssm+LqF+Vi6eS6Dt+ANErp5FxLZ3MGwVORBVaDdNJWf/MkiShqhxRYFChQOkXgLbHcDxGfIC68VPydrUG9+dfxbDqsyLrWpJ2AZSVIjCfk0WTLclnUfpXKUirGIbl2iXconqi7T1Gdpj6TEwHtmLaK+sAK0r53uJIAUo1iiRthyx2mnXwNJ61w+xpeZevcaLPNLBYbJEEFRZDHpcXbSD1+62yXZUKS25RalkPgOUe/h5yHnqHBnRHlgAfa/v/GuTjagp0BsKQVxFxZCayynYTIAhZADQDaGjb/wshhJdD/qnI2j31AAn4TQjh+yCVVnvrMDnIsOMgBw9wbfdRjGnOSuu5qemc/nQ9fz87jTPz1lNvwXB7Wr5Ccj5WR3l5L2fJ93x5+Sem9ufQF7+SnZLmVM4N6SLPb5xK720zSfo9DgUKcjMLPtDNy9bjXkhqXuEkNa/H3VuHyWAkNyMHpVrFM3Ne4cCPO8jLMZByIgnRpj5uXjp8H6uExkPuIVkK1TnPSaZernN6wmVi5q7m5+enk7jlAM2mvGg/3ur929Dt50lYDMVTqG/Tsjlq9f0FKbKy9Xh7edp/K5UqTLYVGSJCq3Dg8HGyc3JIv5lB3LGT6PW5VI0IZecfstbYzj/3oc/NvcWuxkuHyeFcWy3O7eLK7mPkpRVxfBYrT64cS/jgtiRvKywSLKPz0pHjcE5zs/V4lPJ0ynP1whUS4pwFQL19SxHZtAbLZn7PrP7TeHpwJ/xDCl6m0HpgzXVoy1aLrCgN4OaOcfcv5P4wl5wvJuHWrAPKgCpon32FvB1rsd68UWRdS9QuoHDT2UOVdtsK2bZC540qqCp5u1diWPURmvptUJSpYMtnRdvjHTT1nsJ87sgtdlVeOsyO97XFArbrZzWZMd2QQ5TBE14k+9g5cs8mY87IwZKbh8bPh4j5Izj/fnH1g4uH1WIt9t/DzkPv0CRJuoEsbZOJLAtTC+grSdIx20r8fYF2QogaDrstkCRphyRJcciSMlnAWEmSJGAuslCd46vxMkmSFkqSdBJ5TUcTskzNfWPK1KPycpSUV9jl4G/HzcNnSdkcC8CN/RLu/gU+NS9Lj8brNvLyWXrcvJzl5c1GEwGNBA3f6k7XFePQ+njRZsFwylatTHCrOvzw+FtIq/8gvGsT+n73Llrvgv3dPHXkZjiPUTlLzReku5fyoN93o7l65hJ/LPwZgC3TliLa1KNi8+ooNSpybTf5neqc77Av/XmCy3/JPZtzm2MpVyPYnuf4t1v5rv5rKDQ6FJpCY1P/MF6eOrJzHByP1YLaFrYNq1KZ3t078cqoSXw4/2tqRT6Gj08p3hk+mB1/7mPo27LApE/pUrfYNWbpUXs61F2hvGu7yGf38zPY+cwUmn71htP250b1ZtyyKYz8+j10DtfR3VNHdkZ2YTO3kJWWydkjZ7h5NR1DTi7SvhMEV3O4PQw5KLQObVmhkB/kAHkG8nZvAKMBDHrMp4+grBSKOqwabu16o3ttBgoPL9xfLCLEVlJ2AWueHoWbu7NtW8/eqs/CknwOsjPAaMB8MR5l+aCCaq34kNyf3kfbdXhhs5iz9Kg8HeusBIfrp9BqiFjwJiovHWfHfGnf7lE1iOorJ3F+5o9k/H1rz/1BsJqsxf572HnoHVohqgMewHUhRJYQIgvIH111jJE56qTnAImSJOVfzfzXZseBFfsajpIkGZBlahwd5D2TFhNPhdaytLtPvXAyHeTgb8djbz9L6MsdAChVLQj9pWv2tJSYeIJt8vIV6oZx3cFealwCAY0K5OXLhAdyJe4sP0W9w/oe01nfYzqG9Cy2Dl+AITMHU24eptw89s1ayZn1e9k6fSm+wRXQlfZEpVER3LgqFw44v8UnH0+kik1qPiKqNkn7JdRaDf1/GsuhFbvY/ck6e96w5jXY9fEa/p76Iz7hAVzcc4zydcO44VDnK3EJ+DvU2Sc8kBvSRVp8+BKhHRoBULF5da4dSaR0aABtF8kPcYvRDFhlQaASpG7Nauz5W365OHz8FBGhVexpN9Jukn4zg+8XzmLMGy+TcuUaESHB/BV7iGEDevPFnCkolQoeb1j3FrvXY+Lxt7UL33rhZBSjXYjXuxD0XHMATDmGWxzgqtk/Mb3XBIbXH0SFYH88S3uh0qip2rgaZw5Id7V/7mgClUQQXmW8UaqUhNV9jEunL9rTzWdPoq4mh1KVwQJLcoEaubJ8IB4jPpAf7EoVqtBqWC6cIXvGMPTzx6KfPxZrTha53314S7klZRfAcukMqtCasq2AUKxXLxWkpSahKFcRdF6gUKIMCMNy/TLqxh1QVWsqZzIaCpyrAxkxpyjTWg5Fe9WLIOeUszJ71SVjyDmRyNnRX9j31z1Wice+HEX8qx+Rvv3Qba7CA/A/FHJ8VCaF5KNGXnG/TRFpjlPFCi9Cd7dLaSr0W4ncK7xvkjfGUO7JmjTbMBkUcPjNLwgd2oHsc6mk/nagyH3OfPozdRcMp8JTdbGYzMS9USC/cnZzLJWfqEH3tRNAoWD724uoPaQ9NxNTSdx6kCOLt9BtdTQoFOyzycsXRdal65xYup1uayZgyTNxM+kKh1bsIiMljX7fv4tCqeTQil1kpqbhF1GRRv3b8Ov4Jfw2bSmdZ75kk5q/xImN+2g88GnKVC5P/V4tqd+rJQDr3lnEtbPJdP3wZZQGE2oPdyK6NyOiezN2vr2IWrY6J209yLHFW+i6OhqFQsF+W533vb+cqNlDqP7iUxhzDOwa/RU5V9K5fuI83dZPwmq1YjXmYjXdGs77J2n9ZFP+ij1E32GjwGpl6ntv8u2ytQRVCrTPaOw55C00ajVvvzoIlUpFSOVKRM+ch5tGQ3hIEONGDrvF7qWNsZR/siYtf54ICgWxb31BxND2ZJ1LJfm3g0XWJfGnnTT85BVCerdAoVIS+9aiIvOZTWaWTl3Cu99PQKFUsGvFNtJSbxAYUYm2/Ts4z1x0IPNGBis++IF3v5dlefb98hcX48/Lr4+A6ejfqEQdPN6YBQoFuT/OQxPVFcvVZMzH92M6sBOPt2aD2YQxZjuWlLtP2ClJuwDm+IMog6uh7TMWFJC3aTHqBm2xpl3BnBCHcc9q3J8bKddDisF67RKmnEy0HQajrvkEKJXkbV58i90bG/fh82Qtavw8HYVCwZm3FhAwtDO555JRqJSUblINpZsan1byy0zSjKVUeq0bSq2GkKnyjExzRo59Isk/wf+QvuejsTixEOIc8rT908DPQJAkSam2tCDgU2CkJEkJQggr0FmSpF9s6bOBBpIkRdl++wPJQENJkmKFEInAGkmSRtrS3YHzwHuSJH19P/V1LU4s41qcuADX4sQlz//q4sTXO7Yo9g1c9tddD92McUcelR5aFhAJrACOA8uEEKOQe1afAr5A4gPYHyqEiEWePDIWuYe34kEq7MKFCxf/Bv9LPbRHZQxtHvACsAXoAtxA/sh6F/LHMh0kSXqQV+uvgZHIDq0i0FqSpKK/XHXhwoWL/xKuMbSHC0mSvgK+ctj07B3yKgr9HlXodwq3fqgdL0nSiAetpwsXLlz821gKzwB4hHkkHJoLFy5cuCia/6WQo8uhuXDhwsWjjPWhnudxT7gc2l2QJKnKP22zhCYNlhglNBmx5CihmYgAKEtmNqm6hGYbGx7s65I7olA+bA2j5FAq/rs3tauH5sKFCxcuHgmsD90b6f3jcmguXLhw8Qjj6qG5cOHChYtHAovZ1UNz4cKFCxePAK6QowsXLly4eCR4BFY3LDYPvUMTQtQCykqStOP/uy4uXLhw8V/D1UN7uFiPvDDxw+XQFApqfDCIUtWDsBhMHBm5iJzEVKcsbmW9efyXyeyOeheLbXX81nELyD6bAkDagdNI05fZ7bWYPoCy1YIw55nYMforMhzsRfaOonq/VlhMFg58so6kbXH2tIDGgjafvMp3jWUJlvK1Q3l8Ql8UQM7Vm8Rs+IsnhnXGYrZwcMUuDixzPtW+wRXoNnsoWK2kxl/k1+glWK1WWo96nrDmNbBaYeOkb7l0+CxefqV57uNXUWnUmFJvkpeVQ5nHKmHJM7GziDpH9muF1Vbn89vi0Pp40mvXbNIkWb7k3OZYji7eQq2X2hHWpQkASo8yWHJkgUeLxcLUuQuJP3MOjUbDlHdHEFQp0F7G10tXsfH3XXh5ejCw97P2lfLHzfgIq9VKQIXyTBr9Gjr3e9dXO3L8FHM/W8yS+bOKv5NCQe2ZAyldPRhLnpFDI78ku4h28eSGyWxvWdAuALzCA2mxcQqbag5z2u5I/dYNee6NnljMZrYv/51ty7YWma9/9GAun73E1qWbAej88jM07/IEFouVtQtWsX/LXqc6a599BWVgCJiM5K6Yj/VackF9uw1BVSUSbIKa+sXTwSbcqQytjnvfkeRMHVzkuSgRu7JxNG0JLlOBAAAgAElEQVT6oSxfGUwm8rYswZp+xZ6qDKmJ5vEugCwnY/z9B9C44dZxKAqdJxgNGH79CvSFVsBTKAh5/2U8qlXBmmckYdRCDIkp9mT/IZ0o11WW+knbfpBLc1eg1GkJX/gWah8vLDkGzrw+D9ONW9Ww75d/w6EJIdTIz+E+yH7le2CUJEm3yG/bFoD/BGiLrFqy0pa3eMq8d+BRcGgP5euHf/sGKLUa/uo4EZ/64URO7seB/nPs6eWialF1fG/c/Erbt3lUqcDNo+eIfWH2LfZCn66Pyl3DmmcmU6FuGM2i+7Bp8EcA6PxKU2vQ06zsGI1aq6Hbmglc2HMMS54JrwBf6rzcAaW64PuqqA8Gs/mVT8hITKVan5a0i+7HwvbvYdQbeGnVRKRtB8m6WrC6eLvxfdk2ZyWJe0/SefogqratT9rFq1SuG86iZybiU6kcfb4cycL2Y3liWGcOrd7D4TV/8OInr1M2Mog1nSdSvm4YTaP7sMWhzjUGPc1qW527rpnAxT3HKFejCmfW/82fE76zl+8d5Ed4t8dZ23kiViu8fGYRGLLAnMe2PXvJMxhZ+vkcDh8/xYcLvubT96MBiE9I5NetO/npi7kA9Bv2Do3r12LOwsX06Nqejm2iWLVhC98tX8fQ/r3u6fouXrqSDZu3o3PX3j2zAwHtG6By17C700TK1AunxqS+7Bsw155ePqoW1cb1QuvnLA6q9tJRY1JfLHm3XwFfpVYxYMJgxnR+G4PewNTVMzmwLYb0q+n2PKV8S/HaR28SEBLIz1/IGmEepTzpMKATr7d4Ba1Oy4ebPnZyaKoaTUDthv6T0SiDBdoug8hdPL0gvWIY+kUTIdv54a/wKYdb1DOgKvoxVFJ2AVQRdVGoNRiWzkAZEIomqid56z6VEzXuuLV4ntzls0CfhbpRO9B5o67WBEtqIqa/N6Cq3gxN004Yt//kZLdMu0YotRqOd3kPr3qPETxxAPEDZwKgDapAue5PcqzjGLBaqb5uOmmb9lGqWU2yjyRw6aOV+PVoScU3nyNpwq3SNPfLvzQpZAbQHnktXTfgWyAPGFVE3lWAAXgCcEdetnAB0P9BK/FQLE4shGgohNhmE+3MFULsF0I8LoTYCQQDn9r+jxDCXwixQgiRKYRIFkJ8JYQo7WDLKoToJYQ4bLP1hxCiihBigRAiQwhxUQjxgkP+RCHESCHE30IIve3feg96TGUaC67uOAxA+oEz+NQOdc5gsbLv+ekY0woUhUvXDsHd35cma8bTcOloPMMC7Gn+jQTnd8qS8KmHEvCrVaAoXKFOGCkx8VjyTORl6rmZmEq5yCBUWg0t3h/E7nFL7Hl9QgPITcui9uCn6bpyHD7hgVw9c4ncjBzMRjNJsfEEN3TUSoXAmiEk7j0JwOmdhwltVoOU40l896Ks6eRTsRxZV+U3zk1TfuDI2j9RKBSUeawiqYdkrdUrhxIo71Dn8oXqnJGYStnIIPxqhuBXowpdVo6jzWev41Heh+zLN9jYb5asmm21yurDNoXPQ0eO06yxfLlqV6/K8VMFwqRnky7QsG5NtFo3tFo3gioHEp+QSELiBZo3kYUl69asxsEj964gXDkwgI9njL/n/co2EqRul69j2sFb24XVYuHPHjMwpjsrTdeZ/RInZizHrL/lhdhOxfBKpCQmk52Rjclo4lTMSao2rOaUx93TnRUfLWP3mp32bYacXK5euoJWp0Xr4U5hySlVSCTmU7JWmyVJQlk5vCBRoUDhF4j786+he/0D1I2ekrerNWifG4Zh9We3rW9J2QVQVorAfO6YbDv5LEr/KgVpFcOwXLuEW1RPtL3HYM3OAH0mpgNbMe39RS6+lK+8vRClGkWSvlMW6cw6GI9XrTB7Wt7la5zqO1UW9rRaUahVWAx5pHz1C5fmrQbArWI5jFf/WSkaq1VR7L/7wSap9SrwtiRJf0uStAt4HXhFCKErlNcbWX5rqCRJRyVJikFe/L3lAx2kjf+8QxNCeAGbgDigNtAEyAS+ALoDF5ElXbrbdlmDfFxNgc5AGLCskNmZwJs2W0HIq+hnAA1t+39hKzefqchd6HqABPwmhPB9kONSe+swZeTYf1vNFhSqgstxbfdRjGnOPXBDajpnPlnP3u7TODNvPXUWFEjAu3npyLuNPTcvHYbMgjRjlh43bx1PTO3PoS9+JTslzZ7m7uuFf4MIjn33Oxt6zySgQQRqN409PS9Lj9bbw/lgFAU3giFLj7u33IYtZgutRz1P369HceTnvwqyq5QM/+0DvCuW4+qRc/btlkJ1znOoc56tzukJl4mZu5qfn59O4pYDNJvyIhaTmVzbuWoyvjdWkwHMck8lK1uPt5en3Y5SqcJkklfPiAitwoHDx8nOySH9ZgZxx06i1+dSNSKUnX/sA2Dnn/vQ5967WGibls1Rq+89AKL21mHMvH27uLr72C3touqoZ0n9/RAZJ+4scOnh5UGOg+3cbD0epTyd8ly5cIUzcfGFd+V68jU+2jafWb/OZeM3vzilKdw9sOY6OFiLBZS2Oru5Y9zzC7lL56BfNAlNs/YoA6qg7T4U4851WG/euG19S8ougMJNh9XgoBVntcjq14BC540qqCp5u1diWPURmvptUJSpYMtnRdvjHTT1nsJ87sgtdlXeHpgd70OLBWzXz2oyY7oh9yaDJvQn+9g5cs8m248tcsVk/Ad1IH170QK/94vVUvy/+6QO4Ansdti2y7atjmNGSZIyJUnqI0nSGQAhRARyz2z7fZfuwMMQcvQAZgFzJUkyAQghFgIrJEm6IYQwA5m2/7cEagEtJUky2PL2BS4JIWpIknTMZnNB/iQSIcQvQCdgrCRJViHEXOS3ixDgqC3/MkmSFtryD0VWxe4J3Pk18A6YMvWovRxeXpQKrOY7t6j0w2ex2h7Gafsl3AMKfGpelh6Ngz2FUmm3l5elx80hTeOlw2w0EdBIULpKBXgLtD5etFkwnJi5a7iZmErEM48T0FDgW7UyqsvX7fu6eenIdbhhAblnZENbKH3b7JXs+WwDL6+dTNL+U6Sdv4LFZGZ+m9H0X/AGdYZ1In7VH3etc77DvnIoAZPeAMjjZw1GycIKKq2GqNlDMGblYsksGAvx8tSRnVPw4LJaLaht4dWwKpXp3b0Tr4yaRFDFAGpFPoaPTyneGT6Y6R9/zsbfd9G4fm18SjuH90oSuV0UjNcpitEuKj3bjNzkGwT3iULrV5rHl43hj25T7em9RvWlaoNIgiOrcNrBWbl76sjJyC7KpBN1o+rjU96X4c1fBmD8d5OQYk8Csi1rbg4KrUNbVihk5wOQZ8C4ZwMY5Z6j+fRRlBVDUYVWQ1kuANr2QuHhhfaFURi+dw6ll5RdAGueHoWbu7Nt2xPdqs/CknwObD0w88V4lOWDMKfJY5mGFR+i8PVH++yb5H45xsmuOTMHpeN9rVCCw/VTaDWEzR2OOSuXc+85K4Sf7DER9/CKVP1uHHGPv3pLne8Xyz30vIQQ6XfLI0mST6FNFYFsSZJuOuTJEELkAJXuUNavQAdkrcqxxa7kHfjP99AkSbqCHGMdLoRYLIT4A/iOouteHdkBXreFJ7PIv+vAMU52xuH/OUCiJEn5T+X813HHwY89DvUxAEeAGvd5SACk7Y/Hr7X88uJTP5zMkxfuus9jbz9LyMsdAPCuFoT+0jV7WkpMPMGtagNQoW4Y108V2EuNSyCgkUCl1eDmraNMeCBX4s7yU9Q7rO8xnfU9pmNIz2Lr8AVknL+CxkPLqZV7WN9jOhd2HcXNS4eutCcqjYoqjapy4eBpp3qlHE+kSpNIACKiapMUIxHStBodpwwAwGQwYjaZsVqsdJo6gJCmcpjr6pGzaH3kjnD5umHccKjzlbgE/B3q7BMeyA3pIi0+fInQDo0AqNi8OteOJALQ7uu3uH7iPLvfcx57qFuzGnv+jgXg8PFTRIRWsafdSLtJ+s0Mvl84izFvvEzKlWtEhATzV+whhg3ozRdzpqBUKni8Yd27Xpt/ihsxEv62dlGmXjgZp+7eLn5vOpI/uk/jj+7TMFy9yV+9ZjqlL5u9lEm9xvNS/f74BwfgVdoLtUZNtcbViD9w6q72s25mkZdrwGgwYjQYyc7IdurZmRNPooqUQ7TKYIElOcmepvALRPf6TPnBrlShConEcuE0OTNfRb9wHPqF47DmZBXpdErKLoDl0hlUoTVl2wGhWK9eKkhLTUJRriLovEChRBkQhuX6ZdSNO6Cq1lTOZDQUOFcHMmNOUaaVHOL2qvcY+lNJTunimzHknEji3Luf2/cPfK075Z5tIZedk3vXF5h7paRDjsjPXEMR2w04P0cLMwZoDlxCjnpp7pC3WPzne2hCiADgAHASOfT4I1AeWFpEdjVy76lNEWmOU8UKj5zfrQUVVhRSwoOt+pqyMYZyLWry+C+TQQGH3/iCkKEdyE5M5cqWokMOZz79mboLhlP+qbpYzWYOj/jcnnZ2cyyVn6hB97UTQKFg+9uLqD2kPTcTU0ncepAji7fQbXU0KBTsm7US821mwVmMZna88xVtPn0VhUJBSuxp/l65kxe/exeFUsnBFbvITE3DL7wijfu34ZfoJWyevpSuM19CpVFz9cwljm+Uw3XVOzbmpVUTUaiU7P9uK+kXr7J3yRY6Tx9E1IhuaMxWkvee4hlbnXe+vYhatjonbT3IscVb6Lo6GoVCwX5bnfe9v5yo2UOo/uJTGHMM7Br9FVXaNSCgcVVUbhqCWtZG5VMRS9Z1rKZcWj/ZlL9iD9F32CiwWpn63pt8u2wtQZUC7TMaew55C41azduvDkKlUhFSuRLRM+fhptEQHhLEuJHDHuRS3xOXN8bi92RNntgwCYVCwcE3vyBsaAeyz6WQ8tvBB7JtNpn5dupixn0/CaVSwfYV27iReoNKEZVp178DX43/osj9TsWcIOFwbWas+xCr1cKpmJMc2RNnVx00H92L+rE66F7/ABQKcpfNQ9OiK5ZryZiP78d0YBe6Nz4Eswlj7A4sqXd30iVpF8AcfxBlcDW0fcaCAvI2LUbdoC3WtCuYE+Iw7lmN+3MjATBJMVivXcKUk4m2w2DUNZ8ApZK8zbdO3LixaR+ln6xN9Z9nAAoSRs7H/+XO8kxHpZJSTaqjdNPg01J+STr//g9cXbaNsHkjKN+7NaiUJIycX+zjKA73MstRir+l91Uc9BTtuLTIHYaiy5KkowBCiOeQnVpb4Nf7KN+OovAA738NIcRw4B0gJL8XJYQYDXyA7FjOAnMkSZovhHga+BkIkiQp1ZY3CPgUGClJUoIQwgp0liTpF1v6bKCBJElRtt/+QDLQUJKkWCFEIrBGkqSRtnR35EHN9yRJ+vp+junXCr3/8ZOe5FYyq8ADpKhKpo0EltDsq8EHJpaIXaDEVtv/tca9TyApDku1dw8p3i/fPPvffnYURhlQrsRsH/norpG6+6LJ5TUPfJOcCOtY7AtVLeHXey5PCNEE+BsoJUlSpm1bKeAm0ESSpH0OeX2Bp4HlkiRZHLZfAUZLkrTkXst35D/fQwOuAxWAjkKIY0AUkH/3a4EsIFIIUR7YChwHlgkhRiH3rD4FfJHjtPfLUCFELPLkkbHIPbwVD2DPhQsXLv4V7mUM7T45DGQjT8PfaNvWwrbtcKG8ZZCjbOeBPwGEEFUAP+DepxMX4j8/hobsOL4EliCPXQ0FhiDPy64PzANeALbYPH4X4Abyh9a7kB1iB0mSHiRE+DUwEtmhVQRa57+JuHDhwsV/mZIeQ5MkSY/8jJ4vhHhCCPEkckdigSRJuUKI0kIIP1veBOSw4me2z7EaIj/jt0iStP9Bj/U/30OzOakRtj9Hltv+/RN50kh+/ovYo/tF2lMU+j2q0O8Ubv1YO16SpMLlu3DhwsV/nn9pVGkMoAM2IEfGlgLjbGnzkCNrVWy/+yGvKrIR+SPsdcAb/0Ql/vMOzYULFy5c3D//Qsgxf/b3K7a/wmkDCv1OB263JtkD4XJoLly4cPEI8wDT8R86XA7tLkiSVOWftnlK+8/PlDujvP2SRw9KoPWBPw8pEn0J3Wfra08qGcOAuoTiNx2PTSsRu/PrltwnBxPWlCkRuw/0Pcwd7ZbcjM9+JWb5wTG7Vtt34cKFCxePAq4emgsXLly4eCT4N8bQ/iu4HJoLFy5cPMI8XJ+/Pxguh+bChQsXjzCuHpoLFy5cuHgkMP8PObSHYaWQe8Ym4tnp/7seLly4cPH/jRVFsf8edlw9tH8f5VMzBuIXGYQ5z8Rvo78iPalACKBm7yhq9W2FxWRh36frOLstzp5Wb/DTePr5sGemvEhKhVqhRE3oi0IBqVfT+OatTzHZVtGv2bo+HUY8i8Vs4a8VO/hz2bYiK/NcdH9Sz15mz9Kt9m1evt68s3oaU9uNwmQwEtG6Lk++0Q2L2ULc8l0cWrbDyUaZ4Ap0mTMUrFauSBfZFL3EvjxBmeAK9PjyLb5oK+tGaXRaOkwfiE9lPzQaNVkpaXiW98GcZ2Lr6K+46XAuahQ6F+e2xeEdWJa2s4egUKlQKOD3MYtJyxdJBJ6aOQjN9SyOzbAtJKNQUHfmQHyqBWHJMxL79ldkJzoKL4BbWW9a/jyJra3GYDEYUem0NF44HLcynphyDOx//TPyrhda6UyhoPbMgZSuHowlz8ihkV8WaffJDZPZ3vJdLA7qBl7hgbTYOIVNNYc5bS8uR46fYu5ni1kyf9Y979vkqca88GZfzCYzm5f/xsafNjmlh1UL5bWpw7GYzRjzjMx880PSr6UzfPIwqjeojj5bXjx9wuBJkAPVWtej7YhnsZjN7F+xk73LnHUaywVXoNfsYWCF5PgLrIlejHiyFq2GdQVkGbKQBlWZ1XYUT7/5HN5+PliBCuEVUalVXDl7mX0rdvJ3EXb7zh6G1WZ3VfRirFYr3Sf2J6T+YxhyDGyY+SNJcQVKUd2jX+TK2cv8sfT3W85Ljdb1aD/iOSxmM3+v2MFfy4rWm7yTjfwDCnn/ZTyqVcGaZyRh1EJ5pX0b/kM6Ua5rcwDSth/k0twVqLw9CJ//BiovDxQaNUmTvyHrwK0iq/eL5X9oEM3l0P59nlFpNfzUbTIBdcNoEd2H9S99BICHX2nqDnyapZ2iUWk19Fo9gaQ9x1AoFLT54CUC6oZxelOM3VDbDwaz4ZVPSE9KpULv5pStWI7Us8ko1Sqei+7PB13ew6DPZdSqqRzdFkuGg7S7l683A+a+RvmQALYuumzfHvlkbbq92wfvcqUBUKpVtJ3Qj687R5OnNzBw9UTitx0k28FW2+i+7Jy9kqS9J+kwfRCibX2kLbHU7NacRoOexqOMtz1v06EduSJdZP3Iz3liUHsi2jdgebfJ+NvOxc+FzsWPtnPRc/UEzu85xuOjniNuyVYSfjtA8JM1afZuD34ZOg+Amn1bUVZUJuOvk/byAtvXR6XVsKPzJHzrhVN7Yl/+GjjXnl4hqiY1xvbC3a+0fVtIv5akHTnHyY/WEtzjSSLffIbD0d87XcSA9g1QuWvY3WkiZeqFU2NSX/YNKLBbPqoW1cb1QuvnLA6q9tJRY1JfLHn37sgAFi9dyYbN29G530lmqmhUahXDJr7C8E6vk5uTy7y1c/n7972kXS1QLH918jDmRy8g4cRZOvbtQK9Xe/D5lEVE1AhnTL+xZKRl2PMqtR48E/0iH3UZR54+l9dXTeH4tgNkOrSNLuNfYNOcFSTsPcFz0wdTo20Djm6J4dQuec3ali934lxsPFcSLvP9658A4O5biil7F/BBu3e5fiGVN1dN4Vghu8+Mf4Ff56zgzN4T9Jg+mJptG2A2mikfGsDcruPx8PHilW/HMKfLODx9vek3dzh+If5sc2jr9uNQq3g2uj+zuowlT5/LyFVTOVqoPC9fb16YO5zyIQFF2sinTLtGKLUajnd5D696jxE8cQDxA2V9Om1QBcp1f5JjHceA1Ur1ddNJ27QP345NuLnnKClf/YJ7WCARC0dy9OlRty3jXrE8Aj2v4vJIhhxtNBBC7BdC5AohjgkhWuQnFA5JCiGibNu8bL8ThRCvCCH22PY/LISoIYSYJIS4JoS4apOwuR+aJ+6UpduTDyVQoVaIPSGgThiXY+Mx55nIy9STnphKuapBqNw1nFi9h32frrfnLRMagD49i3qDn6bHinF4+HiRauupBIRX5GpSCjkZ2ZiNZhJiJcIbRjpVQuvhzi8fr2Tf2j1O260WC/P6TiXnZpbd1o3EVHIzcrAYzZyPiSeooXDax79mCEl7ZSdyZudhQprL2qe5N7P5rofzB8NhLWphNpro89271H6hNSfW/AlASqFz4X+bc7Fr6lLObZd7rUq1yq7rFlAvnIC64RxdWuhNvpEgZYf88Lxx8Axlaoc4pVstVvb0fJ+89Cz7tjNfbubkvHUAeFQsi8HhwZZP2UaC1O3ydUw7eAaf2qG3nMc/e8zAmO78MW+d2S9xYsZyzPr7+xC+cmAAH8+4P6mZoPAgLideJutmFiajiWMxx6nZyFmndvrw90k4cRaQHWCewYhCoaBiSEXe+uANPl4zl3Y92wJyL+paUgp6Wzs7FysR2rCqc31rhpKwV15E/eTOOCKaFZRX2t+X+t2eYMu8VU77dJ/wIlfPpXDl7GXMRjNnYyXCirB7xmb3xM44HmtWgwoRFTm1+whWq5XstEwsFivefqXReriz+eNVxBRq6/n42+4Xvf1+OVXk/bLxDjbyKdUokvSdhwDIOhiPV60we1re5Wuc6jtVFva0WlGoVVgMeSQv2kDqD78BoFDJ2/5J/pdCjo+yQxsGTAJqImum/SiEuJcrNh15Ac06yIsX7EZeXLM5MBeYKYQIv496lTJkFmjeWc0WFCr5Mrh56XBMy8vWoy2lw3Azh6Q9x5yM6Hy9CKwfQdz3v7Oqz0yqNquBeFx+WLh76dA72MnN0qPz9nDa//rFqyTGnaEwp/44SrbDw93dS4chU1+oTs62FAqFU7q7tyxBf3r7IYx6ZyFbXRlvdKU9+fHFD8i6ko7o1NieZinGuchNy8JiMlMmNIAnxvVm78dr8SzvQ5O3urN9/JJbjkfjpcPkUH+rpaAMgCu7j5GXlnXLflisPLlyLOGD25K8rbACBqi9dRhvcx0Bru4+hrGQ3aqjniX190NknDh/a3nFpE3L5qjV9xdY8fT2IDuzwMHmZOnx9PZ0ynPjyg0AqtWvRtf+XVj95RrcPdxZt2Q9M0fM4r0XxtH5xc6EVA2xtbOCc2vI0uNeqJ05PiMNWblO7bDFSx3ZtXgj5rwC/VyvsqWoUi+ClNMX7dtyi7CrKMLupRNJVG1RG6VaRdnK5QmIqISbzp0bF686hR4LU/h+Keo4rt/FRj4qbw/MGQ7twmIBW7uwmsyYbsih66AJ/ck+do7cs8mYM3Kw5uah8fMhfP4bnJ/xw13LuRcs9/D3sPMohxw/kCRpI4AQYhawB1lz50ox918mSdI62/7LgGnAMEmS9DZ704BI4O6t3JkMNy+d/YdCqbRLrudl6XHzLEhz89RhyCha8DU3LYv0xFRunJbDH8d3Habd8G50GPEsFasGkxh32p7X3UtHTsa9LfujK+XJiO/GESiCSI5LuGOdrA5BejdPHbm3qTOAPi0LaausyH09/iJhberb04p7Lio1jaTVtAFseetz0s4mU2dgW3S+3jzz7Tt4+pXGXedG5plkklbsxpilR+3pjkMhxZa43/38DLzDA2j2/TtsbjrSKc2UqUftVWBXoVTc1W6lZ5uRm3yD4D5RaP1K8/iyMfzRbWqx6vIgDHynPzUaVickMpRTh07Zt3t46cjKuNWZR3VuQZ/XezF+QDQ3b9xEqVSy5ut1GHLllxOT0UT0wrGU8/N1eshrvXTo79A2tF7u9nSFQkG1VvXY9OEye3r7t3tQp1NTSvn5oHW4R9yLYTcnIwdpzxGCaoXy2o/RXDqZxIVjZ8lJv73KU6e3exLWUBBY6H6Rj+P+lskyZ+agdKg7CiU4tAuFVkPY3OGYs3I5994i+3Zd1SAiPhvJ+Snfkrn3gWXBnOv0CPS8isuj3ENLcPh/vpysrqiMt8HRUeUAKTbdH2zaakaKlh2/G3+GtKwNQEDdMK6dKpCNT45LoGIjgUqrwc1bR9nwQK5JF4s0kn7+Cm4eWnyCKwAQ3rAq2776hY96TWZ0gyH4BfvjUdoTlUZFRKNIzh68t0FmfUY2n7w4ndENhlAmuALupT1RalQEN67KxQOnnfKmHE8kuIkcogmPqs35/dJt7V6IlYhoVQeAvKxcLCZ55T7/QucipdC58LWdi0pNI4ma9AJrX5xF6pFzAMR98xs/doxmVc/pxCzcwPk1f5G0YjcA12Pi8W8tl+dbL5wMhzJuh3i9C0HPyQP3phxDkY7qRoxkt1ummHZ/bzqSP7pP44/u0zBcvclfvWbedZ9/gm8+/Ja3e4zm+bo9CawSiLePN2qNmpqNanLi4EmnvK27taLrgC683WM0yeflyQyVQivy8Zq5KJVKVGoVWGHyK9OY0GAo5YIr2NtZaKOqJBVqZ5eOJxLWpBoAkVF1OBsjO1R/UZkrCZcwOkyK2TRnBcnSBT7tORk/B7thjaqSWMjuxeOJhNvsVrPZ9QsJIOt6Bp/0mMS2z3/GarHe4ggd+WXOcub1msJ7DV52ul/CG0Vy7h7vl3wyY05RplU9ALzqPYb+VJJTuvhmDDknkjj37udy6BHQRVTisUWjODP8Y9J3HLqvcu/E/7F33uFRVF0cfrekJzRpSShJCFwSekdFCFJFQhEEFDBIryKgKEIAKUoHEQtFpCpdBKSXIEhLqKENQgg1hIT0ZLPZ9v0xS7KbAqHED3Ffnzyyc+/85u7ZmTlzy5xj66G9HOQW4zSvR5Xc7JB91v55/d6/GbQ63ts0HhQKdn2yiDp93yLhRjTX9pzi9M+76LYhGIVSweGZ6zPniLJj1BnYNTcrqtMAACAASURBVHoJbb4djEKh4OKpy5w3XwxGvYENU1YwbMVYlEolR9YdIDE6ntK+ngQEtWZN8E/5bqxRb2DP5FV0X/kZCqWSM+sOkhwdT/GKntQLasGOccvYM2U1baf1RWWvJvbqHS5tP56n3uEFvxM4ox8f/jYRdAbuhl2hq9kWuz9ZRG2zLSLMtuhitsVfZlsETOiByk5Nqzlylor4iCj2jVma5/HubA+jZONqNN0yARQKwkYspOKAt0i5Hk3U7lO57hP5awj15g/E+70mKFRKwkYsylHn7vYwSjSuxhtbJ6JQKDj18UIqDGhD6vV73MtD9/+NQW/gx0kLmbZqKgqFkp3rdvHg3gPKVSxHh17tWBD8PUMmDeb+nftMXBQMwNlj4ayYs5J9v+3n2y3z0OsM7Nm4lxtXblBYVZTfp6yk/4ovUCgVnFgXQmJ0PKV8PWkU1IqNwUvZMnUVXab1Q2WnJvrqHc5uPwZASR934m7lHCwp6eNOTOQ9fpuykkFm3WMWuo2DWrE+eCmbp66im4Xume3HUNmp8WtSg4Zdm6LT6tgQnPd5YYlRb2DTlBUMWTHWfLys66VxUGvWPcH1ErfjOIUb16DKlq8ABddGLqB0/0B5paNSSaGGVVDa21GkaS0Abn69Co+h76B0sMdrUm8A9MlpmQtJngcvw9xYflGY/qHsb/8kQggTEChJ0jbz56pAOOAtSVKkEEIL9JYkabW5vD+wEHCTJClFCBEJzJIkaYG5fCjwiWXkfSFEOtBDkiTrGe18MLtcj+du9H9jtH3XAnrhs6yu4M7pf1u0/bcKMNp+ddW/Ldp+wZ0XPZ5y1erjaHh30zNfJFtLv5fvLx5479d/tfd7mXtojyIUGCWEOAW4A89vjawNGzZsvEDYlu2//AxFThN+Bnkl4+f/3+bYsGHDRsFgeIK/fzsvZQ9NkiRFts/nsZg/kyTpDFA/226W5V7Z9l8ALMi2zREbNmzYeMExKv47PbSX0qHZsGHDhg2Zl2+VRN7YHJoNGzZsvMS8DMvx84vNof0fKIgViWUKaCUigF0BTSqnKArm2XGzvebxlZ4SbQHNNCwooNWIO07/UCC6AEF1RhWIbpKpYFbs6kwFd2v/Wq0qEN3fH1/lsRj/OyOONodmw4YNGy8z/6VVjjaHZsOGDRsvMYb/jj+zOTQbNmzYeJmxzaHZsGHDho2XAtsqRxs2bNiw8VLwX1oUUiCRQoQQy4QQTxzj0GL/DUKIZc+xSc8NIcRQc6xHGzZs2HjhsUXbf3aGk3dkexsWVGtWhzYfdcJoMHJk3QH+WrMv13qdg4OIjrjLodV7Mre5FnPj041TmNz6E0iHis1q0Wh4R4wGI2fXHuTMmgNWGkXLlyJw9gBMJhMx0m12Bi8Dc7DdouVL0XnxCBa3lKOAFfIsTtDGCTi4OmIymdgy6FsiD2clGa3eLYCa3d/EqDdy9NvNXNt/BqeirrSdPwS1oz2p0fFs/2QR+vQMvAOq8/rwdwCIvhDJnnHLsHNyoP38wRTzKoVb6WLERd7j1Or9nM6lze1mDwCTifvSbXZka3OXxSNYaG5zkbIlaDd7IOkKI7F3Yvjp8x/ISM+gVrO6dBzeBYPBwMG1+whZszdXG3cP/pCoiDvsXy1nD64eUIt3hncFIPJCBMvGWUfdr9OsHp2Hd8VoMLB/7V72rdmTQxMgKLgPdyPusGf1TgAC+3egUbs3MBpN/PbdBk7sOpZjn4bNG9Dz4+4Y9AZ2rt3N9l93WJVX8Pdh6OQhGA0GdBk6pn08k4TYBIZ8OYgqdaugSTWnTVEoMu31OM5duMycH5aybMGMfNW3pLbZxkaDkZC1+ziQhy16BH9IVMRd9q3eRXl/L3qO75NZ5lurEnP6T+NwSFa2hvrN69Nt+Hty1od1e9j16y4rPW9/HwZOGoDRYESXoWPOiDkkxCbQvk8HGrdrDEDYgVB+nfdrjrY0aN6A7h+/j0FvYPfa3ez4dadVuY+/D0MmD8Jg1p758SwSYhMIDGpLi3dbgMnE6nm/cHzfiTztUq95fboO74ZBb2Tvuj3sydF+b/pNGojRYESfoWPuiDkkxibkofZ0vAyOKr8UiEOTJClnznobOVCqVXQODmJ6uzFoNel8smEy4fvCSIrJMp9rMTd6zRlKSW939iy6m7ndr3ENOn72Pm7FC2dqNR/fg58Dg8nQaAnaOIG/950i1UKreXB3Qmat5+axS7w1tTeiZR2kXWFU7diI+r1b4VzULbNu4Kz+xF2PYvV7X9Hgw9a0mTOA7+sPA8ClRGHqfNiKFYHBqBzs6L5hPJGHz/Pa8I5c+v0I5zccosGgQGp2f5Nza0II+OI91nSdiiY+hfoD3sapmBv+HV7j3oVISlTyZP+MtRT39aD2+025kq3NLc1tvnHsEm0s2lwtlzY3/+J9Tq3ex8bf9xHQrTlv9WvHth9+o8f4DwkOHI1Wo2XCxq84vS+MxJism4ZbsUIMnPsRpb09+GPhHQAcXRx574sgpnYNJiU+mbcHdMCtWCG0cfEAqNQqeo3vw+eBo9BqtEzeOI2T+0JJsNAtVKwQQ+d+jLu3B1vMus6FXGjTqy3DmgzEwcmBmTvm5XBoKrWKQRMGMqTtMNLT0vnmtzkc3XuM+Jj4zDqDvxzEguDvuHYxgre7t6Hb4C78OGkRFav68nmPL0iKTwLy/x7a0tXr2bpzP06OT57iT6VW0WN8b4IDPyVdo2Xixq84tS80h40HzR2Ou7cH2xZuBuDGxUimdJPT1DRo8xrx9+M4d/C0lW7f8f0YETgCbVo6MzbN5PjeEyRY2KH/xP78OH4h1y9G0Lp7azoP6szW5dsI6BjAqHYjMZlMTN84g6M7j/L3pQgr7YET+jOs7XDS09KZ89tsju09bmXjQV8O5LvgH4i4GEGb7m/RZfC7rPl2LYE92zKo9RDsHexZvH8hxxt8kKdd+ozvy6jAEWjTtEzbNIPQvcetzpG+E/uzePyPXL94nVbdW9NpUGeWTl7yxL/Bo/gvrXJ8oiFHIcQZIcTnFp+/E0KkCiHU5s+lhRAmIcSKh0OOQoheQogwIcRoIUSUECJWCLFKCOFiodNTCHHVrLUYsLcocxNCrBZCPDCX7xRCVDSXBQghEszHiDL/e5EQwsli/0rmfdKEEDeEEDOEEA5PUF5PCHHMXH4Q8HwSmz0Kd19PYm7cIy0pFYPOwLUwCd96flZ1HJwd2TZvPcd/O2S13WQ08k33yaQlyhmHi/t6EB8ZTXpSGkadgVuhVyhbT1gfr5o3N4/JCR2vhZzFq1FVANITU1nZxTp9yYNrUZxZGwJAwo1oHAplpaR3r1GBO2FXMGToyUjWEB8ZTYnK5ShTT3D94DkAIkLOUr5RVTzqVCT28m2ajuvOe+uDSY1NQhOXzMmlu5B2hxEXGY1zUTdS7idwM/QK5bK1uXQ1b26Y23w15CzeFm1eka3NxSt6cvXAGQCuhF1C1PXDw7cM0ZEPbaxHCr2EyGZjRxdHNs1dy1+bDmZuq1inMrcv36D7uF4Er59CUmwCyXFJmeWevmW4FxlFalIqep2ey6GXqFzPP4fuurlr+HNTSOY2bVo6MXfu4+DkgIOz3PvNTjnfctyNvEtKYgp6nZ7zoReoVr+qVZ2pQ77m2kX5Bq1Sq8jQ6lAoFHh6ezJi+nDmbZpD664tc2jnRVkPd+Z9NS7f9S2RbSzb4qGNc7PFxrlrOGxhi4c4ODnQaWQ3VkywvpGX9S1LVGQUqWY7XAy9SJX6VazqzBg6nesP7aBSkaHNIPZuDBN6jsdoNGIymVCr5e2WlPMta2XjC6EXqJpN++shXxNhYWOdNoOk+CQGthqMQW+gaImiuWb8fkiZzPbL58il0Iv4ZzvGrKEzuH7xulX7nzf/pSHHJ51D2wG8afG5KXIW6Nrmzy2By+S0TXXgDaA50A94BxgIIIRoCiwF5ph1UoBAi32nAD5AgLncaK7/EFfgU6AT0M58jO/N2o7ALiACqAX0BFoD3+SzvBiwEzhrPvYKYMTjzZQ/HF2d0CRnZdRNT9Hg5OZsVefB7Rgiz1zNviuXD4eTmpB1Mdm7OqFNzoqQkZGqwbGQtRYWQUq1qRoc3GS/f3X/aXQarVVVlZ2K9IRUivm403Tse2iT0lCo5NPF3s0JrUW7M8xa9q5OaM0ZgjNS5G3Oxdwo+6ofB6etYUPQDOr2aUVR79KyjrMjpat6Ua9XS64eOCvrZGuzwqLNGakaHM1t/juXNkdfvEGlFnUAqN28Pg7ODji5OpFmaeNUDc6FXKz2i7l1n2tnrLNwuxUrhN+rVVkzbSUzgqbQqk9bSnu7Z5Y7uzo/Vvf+rftcPZMz8/GDqFjm7lvAjD/msP3nbTnKXdycSU1OzfyclqLBxc1aO+5+HAD+dfxpH9SOjYs34ejsyOZlvzPtoxmM6TmWwA8CQWVPfmjRtBFq9dMN2OS0RTpO2X7H3Gz8kICuzTn+xxGS45OtdbPZQZOiwSXb9RF/X+5RVa7jR9ugQDYv2YxBb8jsofYe24drFyK4e/2u1X7Obi65aGe3saztX8ePdkGBbFos9yyNBiPtggL5ZstcDv1xOA+ryO1Pe8wxstpfmTZBbdmyZHOeek+L6Qn+nhYhhFoI8Y0QIkYIES+EmC+EyPPkE0KMFULcFUIkmzs4RZ7h8Jk86Rm8A/jI3NCigBewD9lZnQBaAduBV7LtZwf0kyTpHnBBCLETqGMuGwhsliTpoRMaiexUHuIFJAPXzck3+5q3PUQFDJQk6YjF/uuEEMORnZwOGCJJkgmQhBADgUNCiNH5KO8KaIGhkiTpgMtCiHrZ2vfEtBvVlQr1KuNZuTyRFhe5o6sTaUmpj9gzJ06FXPhoxVjKiHLcPXMtc7u9ixPp2dLPm4xZp6yDS5bzyQ1tigaPWr40D+7OHx//SMfFIzAZ5OeUjGQN9q6ZnWDszVoZKfJ2vVaX6dw08SncOxeROYx467hE48+64lTElRJ+Zblz5hq7J62k28+fcmXPqRxtsmxzbt/Jkj1TVtN6UhCj2zVAaafCw7cMI38aY3UjdXRxIjUfNk6JTybi3NXMYTPp+EXK+3vzaqcmVK7rR3k/L/62cFaOLvn77WoF1KFIyWIMadQfgHErJiKFXSL0dDgffhpE1XpV8Pbz4fLpy5n7OLs65doTCAhswvvDujGuVzCJcYkolUo2/bQZbbrs6M/8dYYKPQIwGQomlNS7n7yPqOtHOb/yXLWyseMTncevd2jMvEFZ83Y9PulJlXr+ePl5I52WMrc7ueb+270R+AZdhnZl4ocTSTL3ou0c7Bg+82M0qRp+GPt9Zt2gTz+gSr0q+Ph5W9nYydWJlFy0mwQ2ptuwbgT3mkBiXNZQ+JblW9n+yw6mrJhMjVerIx27kFnW/ZMe+NWrgpefF1fy0f5GgW/w7tAuTLZo//PkH1rl+BXwFnKnwh5YDmSQS65JIcRg4CPgA+ABsAhYAnR+1kY8aQ/tCLIDaIjcOzsO7AfeEEIogBbAH7nsl2x2Zg9JQnZyAFWBzJz1ZscSalH3a2TnF2N2hO2Qe0wPMQBHLT6fMGsLoApy7y5ZCJEihEgB9iB/74r5KK8KhJudmaX+M7Fl9lrmdvuS0XX7UaJ8aZwLu6CyU1Gxvh8Rp3I+0T8KTVIq8z+Yyrw6gylavhSOhV1Q2qko16Ayd05aPxFHX4ikXEN5uK1CQA1unpBykwQgPSmNer1a8usHM1ColcRItzLLos5eo0w9gcrBDns3J17x9SDmym1uh13Bp2kNAHwCanDrhMS98OsUF2VwKuqKQqXEo1YF/pqzket/nmP3pNUULV8KpVqFyWCkfIPK3M7W5nsXIilvbrPvY9rs06gqf87bxIygyZw9cIqNc9YwpE5vSpUvjUthV1R2aio38Ofqybw1HnI9/BplRDlci7qhVCmpUKsSd/6+zZpZq5nYbRx96wRRurw7roVdUdup8W/gz5WTlx+rm5KYQka6Fp1Wh06rIzUpNbNn9/PM5YzqMpp3a3XFw8sDtyJuqO3UVKtfjYunLlnpNOv4Ju17tWNUl9FE3ZQvrTI+nszbNAelUolKraJqvaqY9NocbXherJ/1C1O6BTOozoeUtrCxX4Mq/J0PGwM4uTmjtrcjLupB5rZVs1YypusYetTujodXlo2rNqjK5Ww2DujYlLZBbRnT5XOib2bdYoKXBHP90nW+G7MAozFrwGj5zBWM7vIZXWu9Z7axq9nGVbmUzcZvdmxKu16BjO4ymnsWNg5eJA/N6nV6dBk6jNmGjVfPWsW4rmMIqt0Ddy8Pi3MkZ/ubdAygTVBbxnYZQ/TN6HzZ7Ekp6CFH80jXYGCUJElHJUk6CAwDBlpO/1gwCpgiSdIuSZLCgCCgkxCi3FM2IZMn6qFJkqQXQuxFHnYsDRw0/41CHpJzBA4he15LcntEVOTx74f11eZjHhNCeCEPQ76F/CQwWAjxMJ9Z9t/ioZM2mDWOAh/mcvw7+SjPq23PBaPewIYpKxi2YixKpZIj6w6QGB1PaV9PAoJasyb4pyfS2jt5Fe+t/AyFUsnZdQdJjo6neEVP6ga1YOe4Zeydspo20/qislfz4OodLm8/nqde5db1QKGg366vUQARIeeo2/ctEiKjubr3FCd/3sX764NRKBUcmrUeg1bH0W8302b2QKq/1xRNXDLbPvoenUbLn9PX8e7KzwC4vO04sVdukxaXROvZA9BrM/hw00SSo+M5Y9HmekEt2DFuGXumrKatuc2xV+9w6RFtjo2IInBmf5pmZHD7yk2WBy/GoDewevIyPls5HoVSwcF1+4iPjsOjYhlaBrXJsXLxIclxSaybvorPVo4H4Pi2I9y+cjOz3KA3sHzyUsaunIhSqWD/un3ERcdRpmJZWge1Ycm4hbnqXg69yLWzNfhq80xMJiOXQy9x7tAZqzoGvYEfJy1k2qqpKBRKdq7bxYN7DyhXsRwderVjQfD3DJk0mPt37jNxkbyo4uyxcFbMWcm+3/bz7ZZ56HUG9mzcS6VRbfO01/PCoDewavLPfL5yPEqlkhCzjT3NNv45DxsDuHt7EHv7fp66SyYvYdKqySiVSvas3c2D6AeUrViWtkGBLBz/IwO+HEDMnRjGLhoLQPjx81y/EEHVBtWws7ejboA8ELR8+nLCT1600l44aTFTV01FqVCwa93uTBu36xXI98E/MHjSIO7fuU+w2cbhx8JZOWcVERcjmPf7XEwmE2EHwgg/Fo6jImdwYoPewNLJS5i4ahIKpZJ9a/cQZ25/m6C2LB6/kH7m9n9ubv+F4+H8OueXp/sh8uAfSNxZE3AB/rTYdtC8rSYWHQ4hRGnkTkRmXUmSwoUQ8cDrwE2eAUVuk9KPQgjRB+gFFEHuNh4GEpADQztIktTJ/A6ZqyRJnYUQvYBZkiQVt9CwLP8VcJYkqb1F+SngnCRJvYQQY4BQSZL2mssqARLQAHAGDgA1JEk6Zy5/B1gNFAd6AF8CXpIkpZvL6wOjgT5At3yUTwLKSZKkNZfPAd7JngT0SRjk1eW5v7z/b4y2ry2gGAYS/75o+/HG9ALRtUXbz6Igo+3n5tCeB7/f3PbMF9+M8j3yfaH95Bj62BXqkiRZzXcJIToByyVJcs22PRXoJUnSeottdYAwoIQkSbEW2y8AyyRJmpnftubG07xYvQPZmfgCx8zDcUeQb/7bn0LvG6CNEGKkecXhFKCGRXkZYL4Q4jUhhDeyM00CLMfmFgshagshAoDZwBJJklKBVcgPKMuFEFWFEK8CPwMu5lcLHle+xly+WAhRWQjxPtD3Kb6jDRs2bPxf+AdWOTojrzXIjhbI/h6Is0XZ4+o+MU+8rEmSpLtCiEtAkiRJDx+FDyKvLtyR95556h0TQryLPFc21axh+RbkaGAe8BtQGDgDtJEkKUGIzCXea5BXKyqAZcAYs3aqEKIlMBd57isN2IZ5pWI+yhOFEM2BH4DTwCVz3aAn/Z42bNiw8f/gScZBsve+8omG3J2RA/I9NXvdh2XJj6n7xDzxkOOLhLlHdgBwkyQp7xdCXjBsQ44ytiHHLGxDjlnYhhyzeB5DjlPLd8/3hTb2xuonPp4QoiHyPFkhSZKSzdsKAYlAQ0mSjlvULQ1EAdUlSQq32B4HDJIkae2THt+SAonlaMOGDRs2Xgz+gSHHs0Aq8utbD2li3ma5Ih3zavcIy7pCiGrIazIsV6s/FbZo+zZs2LDxElPQqxwlSdKYIzwtEEIEIU/9fAt8J0lSuhCiMGAvSVKMeZf5wCQhxA3gHrAYWC9J0jOtcIR/uUOTJCmEf2EQ5MGK5z8kpjMU3PtGJ3B7fKWnYGh0SIHoxg+u/fhKT4lCWTCn2/hNRQtEt6CGBQGWn5xdILpx7+b2Fs2z49aleoHoAvwxKa7AtJ+Vf+jF6s+Ro0ZtBfTIK83Hmsu+QY705GX+PB95Ffoy5HeGtyG/x/bM/Ksdmg0bNmzYeDTGfyDFp/m1poHmv+xlvbJ9NgHB5r/nis2h2bBhw8ZLzL932d+TY3NoNmzYsPES8zJE0c8vNodmw4YNGy8x/8SQ44uCbdn+UyCEiBRCDP1/t8OGDRs2HofhCf7+7dh6aP8vFAo8Jg/Cyc8bY4aOO59/S8aNqMziV3q3p0ig/KpG8oEw7s9fg9LNmXLzR6N0dsCUoefWiNnoc0vXrlBQdupAnPy9MGXouDl6AdrIrEjkJfu2o2g7WTtxfxj35snvMlYNXYrWnDcq9aTE3ekrQaHgjakf8op/OYwZekJGLyEpMisquN97Afj1eBOT3sjJ+Zu5ue8MDkVc6HZwFvHSbQCu7wwjfOmuzLa1Wf4JkbtPwuwDVs1u+3YLxo79GIPewM/L1vDTUusgrbVqVmXzb8u4elVOiPjjopWsX7+F6V+P4/XX66NSq1iyZDVySr4sWzh0HoTK0xuTXkf6mm8xxWbZ2eGd/qi8/TBp5ZWnmiVTIF0OWKDyqYJjz1Gkftk7Vxs7dBqI0sMb9DrS1y2w0rXv2A+Vlx881F06NVNX6VMFx+4jSZvcx0rSv1ltWn7UCaPBwIl1IRxbs9+qvHj5UnSbNQhMEHXlFpuClyIaV+fNQe0fNgnvupWZ0fITWn3cGbcSRcgwGSlRpiRXT0t8O2wOtZvVpePwLhgNRkLW7uPAmj05vxvQI/hDoiLusm/1Lsr7e9FzfFZbfWtVYk7/abnulxfnLlxmzg9LWbZgxuMr54ZCgdvHI1BX8AVdBkkzZ2K4eydHnSJfT0f712E0W7c8Us5oMvHV/ktciUnGXqVkfIsqlCuSlWvt8PUYFh2Xk3tWLunGmKZ+/BwWyZFIOfxgslbPgzQte/sH5GhD7WkfUsS/HIYMHWGjlpAaaR1F3/4VN97cMpHdb36OUatD7eZEgwWDsXNzQmmn5szEVcSdzJkD8Wn5L/XQbA7t/0Shlg1ROthzrdOnONUUuI/tzY3+UwGwK1uKIu2bcK3jJ2Ay4bNuGkm7j+HSsBrpUiT3pi2jaLeWFB/wDvemLs2hXaRVA5SOdlzp8BnOtSrhGdybiD5fAWBfrhRFOzZBCvwUTCYqbfyaxJ3HMKZr0YRf41rvqTm0dI52bO7wJSVrVeDV4PfZ1WcuAE4lClO1dys2vh2M2sGO9pvGc/vQeYpX9eLq70f5a/yKHG2rP/pdHIq45NiuVquZNXMCDV97m9TUNP48uJltf+whOjoms06tWtWY981i5s7LimQf0OQ1Kvh60ahxO+zt7Tl3Zj/8NAY0ct4pdbWGKOzsSZv3KcryAof2vUn/Kes7KstUQPPjBEyp1nmoFEWKY9e0A6hyv0RUVRuC2h7N/NGybrvepC/N0lV5VkCzaAKkWietVBQpjn1ATl2lWkWH4A+Y224sGZp0hm2YxIV9J0mOyYoV225cT3bMXse1YxfpPLUPVVvWJXxXKJcPyu+uNu3fluthV7h/7S4rh80HINlNzdg1k1k5+WdUahU9xvcmOPBT0jVaJm78ilP7QjNzvoGc2HTQ3OG4e3uwbaGcbPLGxUimdJMXpDVo8xrx9+M4d/A0cuzvx7N09Xq27tyPk+PTh+pzaNQIhb098UMHY+fnj+vgwSSOG2tVx7VPX5SF8veKyYFr98nQG1nRrQHnohKY86fEvHa1AEjN0DPv8BUWd65HUSd7loVdJ16jo3c9b3rX8wbgo99PMbxRxRy6nm/VQeVgx/7AiRSr7UuNCd058uGczPJSAdWo9kU3HEsUztxWaUAb7h++wN+Ld+JawZ2GPwxhb8unyx6eG/8dd/YvGHIUQpQXQmwWQiQJIaLNWVHthBAVhRBbhBAJQgitEOK8EKKdxX4dzdvShRDXhRCfWpRZDRkKIbyEECYhRFXz51JCiNXm7KsZQohr5sSizw2Xuv4kHzwJgOaMhFO1rItDFxVLZK+JYDSCyYTCTo1Rm0G6dAOli5xeSOXqjEmX+yCBS31/kkJOA5B2+grO1X0zyzLuxnK1h6W2CqNWh3M1X+xKv0LFtVOosDwYBx/PTK2bIecAuH/6GiWre2dqlaxZgXuhVzBm6MlI1pAUGc0rfuUoUc2bElW9aLd+LC1+GIZzSTk8nE+bepiMRm4dOJejzX5+Fbl2LZKEhER0Oh1H/gqlUaMGVnVq165Om7eacWDfRhYtnIWrqwtHj52kbz/5XSuTyYRKpQJDll1UPv7oL8l2Nt6QUJW1uAkpFChLuOPQZQjOH01H3aC5vF1th+O7g9FuyDtslMrbD8PlU5m6yrJZNkahQFHCA8d3h+I0bDrq+lm6Dp0Hod2YU7eUryexN+6hSUrFoDNwPUzCp15lqzplq/lw7ZicAuVSyBkqvl41s6xw6WLU6fgGu77ZYLVPp5Hd2L38DxLux+PhW4boyChSk1Ix6PRIoZeoXM/fqr6jiyMb567h8KaQHG10cHKg08hurJiwJE+75EZZD3fmffVsN2i7atXRnpBTEeou0sLm1gAAIABJREFUXcSukrAqd2jcBJPRiPZ43umFLDl9J4HXvOQ8xNXdi3AxOuuB5uzdBHxfcWPOnxK9152gmLM9xZyzki/vuxpNIQc7XvMqnkO3eH3BvQPyA0bcqasUq+FtVW4ymviz69dkWGSb/3vRDq6t3AeAUqXEkK7jefIPRAp5YXihHZoQwgE54aYT0Bh4B2gPTER+gS8ZOdloTSAc+FkIYS+EKAWsRQ4kLIBPgalCiGb5PPQKoCTQDPAHtgA/mOOQPReUbs4YLNLWmwxGUJl/Dr0BgzmFfOkveqO5EEHG9bsYEpJwfaMWFXd/R/H+7xC/bneu2ipXZwyWmXFzaMu9Bs9xvUg7H4H2+l109+O4990G/u46jnsLNuA1f0SmVoZFlmijwYjCrGXv6kSGxXfISNFg7+ZEwrW7hM7ZyJZ3pxK56ySvT/qAoqIMvh1eI3TWxlzbXMjNlcSkrN5MckoKhbM9bYeGnuazzyfTtFknrl+/yfhxI9FqtSQkJKJWq/l56TyW/LQaMiziIjo4Y0q3iHlqMoLSbAt7R3R/biN91RzSFk7E/vU2KN29cOg0kIwDv2FKzPtlWYWjM6Z0Cxsbs+ke2kb66tloFk3E7vW3ZN13BqAL2ZyrrqOrE5rkrBfutSkaHN2crStZvCCrTUnHyaK8Sd+3Obh0O4YMfeY211cKUfX16hxcLw/tOrs6k2bxe6WnpuNUyPoYMbfuW2X4tiSga3OO/3GE5PjkXMvzokXTRqjVzzYYpHR2xpSa3d5y/ESVlzeOzZqT+nPO0Yq8SM3Q42qf1SaVUoHenAg0IV1H2O04hjeqxIIOtfnl9E1uxGcde2nodfo3rJCrrtrVCZ3F72gyZl0vAPf/PE9GvHXYWV1SGsZ0HQ4lClN/wWDCv36mcIY5MD3Bf/92XvQhx+ZAeeD1h2FThBADkFPXLAGWSpIUZ94+CzmFTSnkt9DtgFuSJN0AbgghorFOOfMo/gC2SZIUYdaeAnyMnMX63qN2zC/G5DRUrlnJXBVKhex4Hn62t6PMjOEYUjXcDZaf6Et+9B6xCzcR9+tOHCt7Ue6HMVx966Mc2oaUNJQW2mTXdrCj/KxhGFI03BorD9+lnr2aWSc19BJ2pV/J1LK3aqdSdr6YHZhFmb2rExlJadw/fQ29Ro5ccn1nGHU/6YTo1AiX0kVpt/YL3MoUx6DT0yp8H6+/Xp/XX6tHtWp+nDhxOlPLzdWVhETrYcDNv+8k0bxt8+87+GbuFACKFCnMujWLOPjnUabPWMDnlpFCtGkoHCxsoVDIN0OADC0Zf24FndxWw9/nUJbxQV3BH2UJd+A9FM6uOH7wKekrrNM0mdIfras7tBV0GWbdcJSePqh8/FEWd4eW3VA4u+LQ8xNMsVGovP3pU9ybG2ey5k0cXJ3QJFkHHzcZTRbljpnlCoUC/zdrs2PmGqv61d9qwF+/H6LzyG6Iun6U8yvPVQtn5ejiSJrlg89jeL1DY+YNeso5sGfEmJaGwtnC+SoVYJR74k6tWqEqUZyic+aiKl0ak06P4d49MkLzTi7vYq8mzWKEw2gyoTY/kBR2tKNKqUIUd5GHSGt7FkWKSaZ8UReuPUjBzUFtNd9miT5Fg9rFMWuDIut6eRSFKpel4Y9DOTfpF2KPPj7z+ZOgfwkcVX550R2aP3DDIgYYkiTtAnYJIVyA94UQdYFKyBmzAVTIKWZWm+tFIDuoFZIk5TfH+Q/Au0KIkWbtWhbaz4XUk5co1Kw+iX8cxqmmIF26YVVefvE4Uo6cI3ZhVo/GkJiCIVm+AeljE1C55n5RpYZeonCLeiRs+wvnWpXQXLbWrvDTWJL/Okf0D5syt7mP6IYhPpnoH3/Dyc8L3Z2YTK1yLV7j2rbjlKxVgbjLtzL3uX/mGvVHv4vKwQ6VvZoivh7ESbdpOncA17eHcm3bcTwbVSH2XCTHvsq62dYd8Q5pMQns2h3Crt0hgDyHFn42hKJFi5CSkkqjNxowe+6PVu3e8cdqhn8cTGjYGd5s2ohTp8/h6OjI7l1rmTtvIb/++lsOWxgiLqGuWh/9mcMoywuMUVm2UJb0wPGD0aTN+hgUClQ+/uhC95P61aDMOi6TVuRwZgCGyEuo/eujP/tXDl1FCQ8cP/gUzewRsq63H/rQfaRNy4ru4zxxOdqVszI/T9zixmd7ZuFc2AVtWjo+9SsTsmir1THvXIikQkN/rh27iF9ATa4elYcfS4uy3L92B53WeqiqUqNqrPl2LZHn5cUNKrWKmXvn41LYlfS0dPwaVOGPRb/n+G654eTmjNrejrioB/mq/7zRnQ/H4dXX0IYcwM7PH33E9cyylIVZ54lLUC+McXGPdGYANT2K8GdEDC0rleZcVAK+r2TlpvQrWYirD1KI12Tg5qAmPCqBd6rKQ/DHbz7g9VyGGh8SG3oFjxa1ub31OMVq+5Jocb3khVslT15d/BHHBnxL4sVnDmeYg/+OO3vxHVoGufweZmd2HDm3zm/IQ4IpQAhkhlbpYe61tQfaAIOFEB9KkrQyF81MOwghFMi51TyQ86ztAy4gZ8l+biTtOopro5r4bJiBQqHg9qffULxPe7Q3olAolbg0qIrC3g43cwr56BnLiZ6zmjLThvFKzzYo1GrujFmQq3bCzmO4vVGTSr9NBwXcGDWfkv3aySsdVUpcG1RBYa+mUFP5GeDutJVEf78Rr29GUqhZXUx6A5Ejv8nUcnijHh1+Gw8KBSGjFlG931skRkZzY88pzi/dRfuNwSgUCk7MWI9Bq+P412sJmNWPKh80R5em5eDox8+56PV6Ph39Jdv/WI1SqWTZsjXcvXsPP7+KDB70IcM++oIhQ8cw/5upZGRkcC86hoGDRjOgf098vMvRt/f79O39PgCKg0sxxcnPLvrwo6hETZyHzwCFgvRfvsEuoD3GmCgMF06gPxmC84hZYNCjC92P8V7+biiG8GOoK9XEadh0WXfNN9g1aY8x9qHuQZyGz5R1ww5gjH70jc2oN/D7lJX0X/EFCqWCE+tCSIyOp5SvJ42CWrExeClbpq6iy7R+qOzURF+9w9ntxwAo6eNO3K37OTRL+rhz/2bWgIJBb2DV5J/5fOV4lEolIev2ER8dh2fFMrQMasPP4xbl2T53bw9ib+c8xj+F9tAh7OvUpei334FCQdL0aTi/2wXDndtojxx5Yr03fUty7OYDgtYex2SCL1tWZeWpSMoWdiagQkmGvV6RIb/Jc68tKpbGt7g8/H0jPo2G5V7JU/fO9jBKNa5G0y0TUCgUhI5YSMUBb5FyPZqo3ady3afamK6oHOyoObknALokjdVCkmflv7TK8YXOhyaEeAvZYXlYDC1+AAwDqgOFJUlKN2/vgjxv5gMUAoIkSRppofULUESSpDZCCAm5xzbVXNYS2YlVQ3Z254EKFkOO9ZEd6JuSJB0QQkQCsyRJyt2jPIZw78DnbnSdvuCmQwsuOPGBx1d6Cv6dwYlz720/K/dMBRe02hacOIuCCk78btST5yfLTj+vd/N9v1kcuf5fF+zdkhe9h7YbuAosE0J8gZwzZyLyXJg90FUIEYI83DjPvI8DEAcMEkLEA6uQe1sNgZXmOqHAACHEdrPOFLJ6bQnI7xh2E0KsRh5ynG+hbcOGDRv/Gl6GxR755YVe5ShJkgF5yFANnADWA+uAtsipCaYBF4HxwCdAPFBHkqRbyCsiOyIPF24ENgMPXxQai+wUjyKvaJyIedWqJEl3gP7mv8vIzux74BxQpwC/rg0bNmw8d/5Ly/Zf9B4akiRdQ54Dy85X5j9LMkNLSJK0A9iRh+YN5BWUlqgtypcC2dcAf2tR7vW4dtuwYcPGi4DhP9RDe+Edmg0bNmzYeHqML/A6ieeNzaHZsGHDxkvMf8ed2RyaDRs2bLzU/JeW7dsc2v+BCiPLPndN04P45675kCXLMgpE94JPwS2j/rdRUKk7kkwF89tBwS2vL7b+5wLRNSXFFoguQNU5EwtM+1n5L61ytDk0GzZs2HiJeRlWL+YXm0OzYcOGjZcYw3/Ipdkcmg0bNmy8xPx33JnNodmwYcPGS82LHN7wefNCRgoRQgSYE2665qOulxCi/T/RLotjDjXHc7Rhw4aNFxojpnz//dt5UXtoRwB3ID/Jmn4GTgL5y4PxgmA0mfgqROJKbDL2KiXj3/SzyrF0+EYsi07IKTIql3BjTBOB0QSzD1/h4v1kMgxGBtb3obF3LqksFArs3+6NslQ5MOjRblmUGX0ewP6tIJRlK2Umwkz/dRYKJ1ccOg4CFJgSY9FuXZyZz8uSas3q0OajThgMRo6uO8Bfa/bl+v06BQdxP+Iuh1bvydzmWsyNTzZOYUrrT9Br88jKq1BQasIQHCr7YMrQcW/cPHQ3ozKLi7zflkIdW4DJxIPvfyE15NFpQlAocOg8CJWnNya9jvQ132KKzdJzeKc/Km8/TFo5KaNmyRQwJwRV+VTBsecoUr/snbtup4EoPbxBryN93QIrXfuO/VB5+cFD3aVTM3WVPlVw7D6StMl9rCSrNKtN6486YTAYOL4uhKNr9luVFy9fiu6zBmEyQdSVW2wIXorJZOKdCUF416mENk3L1mm/WOVV6zu+H3cibrNjlRw0p37z+nQb/h5GvYE96/aw69ddVsfw9vdh4KQBGA1GdBk65oyYQ0JsAu37dKBxu8YAhB0I5dd5v+Zpb7ePR6Cu4Au6DJJmzsRw906OOkW+no72r8Notm7JXSefnLtwmTk/LGXZgifL02Y0Gpny3XKkiJvY26n58uO+lPMolVn+07pt7Dh4FBdnJ3p3fpsmDWqRmJxC276f4lu+DADNXqtLjw6tcny30l8OwaGyN6YMHVFffGN1/hbr1YFCbZsAkBISSuyCX1AWdsVz1qcoXZ0xJCQRNXY+hrjEp7RILt/1uSm9+LyQDk2SpAzyn0jzXxkd+kBEDBkGIyverce5e4nM+etv5r1dA5Cz6c776yqLO9amqJM9y07dID5dx+HIWPRGE8s61+V+Sjp7ruaezkNVuS6o7Uj/aQLKMr7Yt+yBdk1WZHSluxfpq6ZBWlbmYfv2A9CF7cUQfgR17abYvfo2uj+t84sp1So6BQcxvd0YMjTpfLJhMuH7wkiKybr4XIu5ETRnKCW93dm76G7mdr/GNejw2fu4FS/8SLu4Nn8VhYM9N7uNxLFGZUp81o+7QybJ36tIIYq815bIjkNQONjjvW0hESEfPFJPXa0hCjt70uZ9irK8wKF9b9J/mppZrixTAc2PEzClWicTVRQpjl3TDqDK/RJRVW0Ians080fLuu16k740S1flWQHNogmQap3dWVGkOPYBOXWVahUdgz9gdruxZGjS+XjDJM7vO0myhW07jOvJH7PXcfXYRbpM7UO1lnUx6AyU9HFnTvtxOBdxZeDyz5ndbiwuxdzoMWcIRb1LsWnhbblNahV9x/djROAItGnpzNg0k+N7T5AQk/XKR/+J/flx/EKuX4ygdffWdB7Uma3LtxHQMYBR7UZiMpmYvnEGR3ceBd35HHZxaNQIhb098UMHY+fnj+vgwSSOG2tVx7VPX5SFnj2Dw9LV69m6cz9Ojk8eM3z/0ZNoMzJYPXcCZy9dZebiX/h2gpyl/cr1W2wPOcIv8yYC0HPkJOrX8Ofi1UjeavIqXwzO+5xza/EqCgc7bnQZhWNNQakxfbk9aDIAdmVLU6hdUyI7jwCTifK/ziR5zxEKd2hG2skLPPhxHc6v1aTkqF5Ejf3myQ2SB7ZFIU+IEMILuA4EAyOQU618CcxBDuh7C1iMnHLFaN7nTXO5AMKA/UATSZIChBABwAHATZKkFCFEf2A0UNZ8nK8kSVohhFgGNAGaCCE6S5LkJYRwA2YDnZFfkt8PDJck6a75uCbk6Pr9kZ1mbaACchDixkAMchqaYEmStOZ96iHHcqyOHKn/yRMwZeP03QReK1cMgOqlC3PxftaN72xUIr6vuDLn8N/cSdLQwd+TYk72HLkZR8VXXBm29Qwm4LPGlXLVVpUTGK6eBcB4+ypKD5+sQoUCZTF3HAL7onApjP50CPrTIShLeGLYIu9juClh3zrnRevu60nMjXtozFmOr4ZJVKjnx2lzXi4AB2dH/pi3nioBtaz2NRmNzO8+mc+3TXukXZzqVCH1kJyHKv3sZRyrVswsMyQkEdlhMBiMqD2LYkxOyUsmyxY+/ugvyXrGGxKqsll6KBQoS7jj0GUISrciZBzfg/74XlDb4fjuYNLXLcB51Lzcdb39MFw+lamrLOtrpaso4YHju0NRuBVBd3wP+hOyrkPnQWjXf4fTiLlWeqV9PYm1sG1EmESFepU5s/14Zp2y1Xy4ekxO6nkx5AyV36hO3J1YLv95DpPJRGp8MkajCbcShbFzsGfnvA2UbuKXtb9vWaIio0hNlO12MfQiVepX4a8/DmfWmTF0OvH3ZQenUqnI0GYQezeGCT3HYzRn5Far5e25TVjYVauO9oTca9ZduohdJWFV7tC4CSajEe3x4zl3fkLKergz76txjJmUMwHr4zh14QqN6sjvQdbw8+Xi31kJQyNu3aVedT8c7O0BKOdZmivXb3Hx70guXYuk16dTKFakEGMGfUCJYkWsdJ3qVCH1T/P5e0ayOn91UTHc6hOcmdlcoVZh0upw8C3H/bnLAdCcvEjp8YN4ntjm0J6etsCrwHTk/GI7kXOMfQQMQXZKCCG8kbNIbwdqAhuAL3ITFELURnYmD7NHz0dOJ1MRGI4cMf8HoJ55l0XITrIVsrMzIWeutnTe3YE3gSDAztzWCOTM1D2B1sA35uMXM3+Ps8jObwWy034mUnUGXB2ymqRSgN58oiek6wi7E8/w13xZEFiTX87e5EZ8GgnpOm4mpDG/bQ161S7PhH2Xchd3cMoc3gLAZARzennsHNCd2IV203ekr5qGul4LFKXKYbx3A7WQkwmoRR0Udjmfeh1dnUhPztLVpmhwcrPO4/XgdgyRFkNeD7l8OJzUhMc7IKWLM8Zki5FmgxFUSqvPRboHUn7tXJJ3Hc4pkB0HZ0x52cLeEd2f20hfNYe0hROxf70NSncvHDoNJOPAb5gS885xpXB0xpRu0U5jNt1D20hfPRvNoonYvf6WrPvOAHQhm3PVdXR1QpOsyfycnqLBMZttFRZjEdqUdJzcnLlz8QaVm9RAqVbxStmSuFcsg72TI3G3Y6yGHgGc3ZxJtbCtJkWDS7ZjPHRmlev40TYokM1LNmPQG0iKl3uwvcf24dqFCO5ev0tuKJ2dMaVmt4uc6F3l5Y1js+ak/pw97vfT0aJpI9Tqp3smT03T4OqS9d2VSiV6g/x6eyWvMpwMl0hN05CQlMyZi3+jSdfiXdadwT3eYdnMcbz5ah2+/n5FDl2VqzMGi2sEo8X5qzdgMNux5Gd9SL90jYzIO6RfisDtzYYAuDZriNLp+WapskXbf3rmSZJ0RQjRHQiVJGmyefvfQogxyM5oGtAPuCRJ0kMnJgkhXgVK56JZHtnWN8xR8r8XQvwNxEiSlCiEyADSJEmKEUL4AN2AMuY0MAghegKxyE5qm1lzkSRJF8zlHwI6YIg507UkhBgIHBJCjAa6AlpgqCRJOuCyucfW+lkM5WKnIi0jKz6E0QRq8w2xsKMdVUoWoriLfGLX9iiCFJtMYUc1b3gVR6FQUNezKDcT0nLVRquRndpDFIrMp0J0WnTHdmTOjxmuX0BVqhwZu1Zh36YXqmqvYYw4j8liODJwVFcq1KuMZ+XyRJ75O3O7g6tTZo/ieWFMTUPpYtF2pVJ2ahYkrN5KwrodlFk0GacG1dEcP5e3oDYNRV62yNCS8edW0MlJMA1/n0NZxgd1BX+UJdyB91A4u+L4waekr7DuBZjSH62rO7Q1y8Z/h6P09EHl44+yuDu07IbC2RWHnp9gio1C5e1P3+LeVg7I0dUJTZL172syZj1pO7g6kpaUhnToHOWq+zD0l2DuXLrBrfMRpCVYD3M2aNGAxoGN8fLzRjqdlXjdydWJ1Fx+vzcC36DL0K5M/HAiSXHyDdjOwY7hMz9Gk6rhh7Hf52luY1oaCmcLJ6lUgFE+z51atUJVojhF58xFVbo0Jp0ew717ZIQ+Zh60AHBxdiJVk5752Wg0olbJjtennCfvtWvOoOBZlPUoSXVRgaKFXakmfHB0kK/JZq/V5buVm3LoGlIeff4q7O1wnzYCY2oa9ybIdnywcB2lggdSbtlUUg6dRBf1fCOa/JcihTzvHto18/+rAAFCiJSHf8AS4BUhxCtkDd1ZcjQPzZ3AX8AZIcR5IcQ04KYkSQm51PU3/1+yOO4DwAW515a9nQ/b6gMkW+yzB9k2FYGqQLjZmT3kma/Amu5FOHzjAQDn7slDjA/xK+nG1QcpxGsy0BuNhEcn4VPMhVruRTh8Qz7ZpdhkSrs65qptuHkFVcWaACjL+GKMvpVZpnjFHcfeE+UbsFIlD09GRaKqUI2Mg5vQrpqGyWTCEBGeuc/W2WuZ1+1LPqvbjxLlS+Nc2AWVnYqK9f2IOHXlWU1hhebURVyayJ1txxqV0V7JGgqy8/bEY/44+YNOjylDJz8JPAJDxCXU/nUBUJYXGKNuZJYpS3rg/NF0UChlW/j4Y7x1ldSvBqFZ8AWaBV9gSkvJ4cwADJGXUPnlrqso4YHTsGlZut5+GG/9Tdq0wWi+H4vm+7GY0lLQrpxFxo7VaL4fy7i6AyhRvlSmbSvUr0xkNtvevhCJb0P5FPcPqElE6GVKeLuT8iCJ+V0msu/HLZiMphyO8Pie44zpOoYetbvj4eWOa2FX1HZqqjaoyuWTl63qBnRsStugtozp8jnRN7OmsYOXBHP90nW+G7Mgc+gxN3Tnw3Fo0AAAOz9/9BFZv1/Kwh+JGzyI+BEfo9m5k7T16/4vzgygln8lDoWeAeDspatU9M4KRxeXkER8YgorZgfz+cCe3It9gG/5skz45if2/CXfto6fuYB/Ra8cuppTF3ENkM8Lx5oCrRRpVV7mx/FoL0dwL3hB5gOQc72qJP62j5u9xqK7HY3m1MXn+l1tqxyfnodjJmrkpJrjcqmTiNwjypczlSRJI4RoAbwGBCIPaw4XQrSVJCn7Eju1WbsWOYNMW47zaCz+rUZ2prkFpnu4PCv7wpNnDpD3ZoUSHLsVR9CGMEwmE18292fl6ZuULeJEgHcJhr1agSFb5AuuhW9JfF9xpVwRZ74KucwH60MxAWMDRK7ahsuhqCpUw7HPlwBof1+I+tU2mOKiMUgnMYT/hWPfyWA0oD97CFPMbYz2Dji0HwB6HcaY22T8kTOenlFvYOOUFQxbMRaFUsmRdQdIjI6ntK8nAUGtWRP807OahZQ9R3B5rRblfp0NCgX3xsyhaK+OZNy4S+qB42ilCMqtmQuYSP0zDE1o+CP19OFHUYmaOA+fAQoF6b98g11Ae4wxURgunEB/MgTnEbPAoEcXuh/jvZv5aqch/BjqSjVxGjZd1l3zDXZN2mOMfah7EKfhM2XdsANWDxW5YdQb+G3KSgat+AKFUsGxdSEkRsdTyteTxkGtWB+8lM1TV9FtWj9Udmqir97hzPZjqOzU+DWpQcOuTdFpdWwIzns4z6A3sGTyEiatmoxSqWTP2t08iH5A2YplaRsUyMLxPzLgywHE3Ilh7CJ5IUf48fNcvxBB1QbVsLO3o26APCy9fPpySAzLcQztoUPY16lL0W+/A4WCpOnTcH63C4Y7t9Eeeeap5+dGs9fqcPT0eXqM/BKTCSaP7MfyTTso51GKgAa1uH3vPt0+Go+dnZqRfd5DpVLy8YddGD93CWu37cXJ0YEvP+6bQzd59xFcXq9F+bWzQKEg6vO5FPtQPn8VKiXO9auhsLfDpbHs9GJmLUMbcRuPmaMA0Ec/IOqL3Odtn5b/0hya4nl8WYtFIdUkSTovhPgaeEuSpJoWdQKBd4FeyAtG3pYkqbZF+SrkoUKrRSFAXaCRJElTLOr+BZyVJGmwEOIAcFKSpE+EEAI5y3QtSZLOmOu6AKuA6ZIkHTMvCgmUJGmbuXyAuT1ekiSlm7fVR57v64M8hDkJKGexSGQO8M7TJvpM+3bwcz/DCjI48afLCiZ07nDH5MdXego8Whfc4l2FsmAW1Y7d5Pz4Sk/BNWPB2BjgpwqPnxN9Gv6NwYmvtZpYILp+f29/5hMuoEzzfN9vQm7vLZATXAjRDnm6yRt5EeDAh9M+edT/BBgKlDLXHylJUvZRvRwU1IvV3wEVhRDzhUxzYCGQal7l+CPgJ4SYKoSoZJ6z6kruqXvSgAlCiH5CiPJCiFaAH1lDlimArxDCU5IkCdgCrBBCvCGEqIy8iKMhsqPLjVXIwc6XCyGqmufyfgZcJElKBNaYyxcLISoLId4Hcj6a2bBhw8YLiNFkyvdfQSCEqIG8cnwB8qr368BOIYRTHvX7Iq+Y/wh5yicM2C2EKPq4YxWIQ5Mk6TbyKsO6yKsDVyJ/oY/N5XeA9kAHIBx4z1wnx1CeJEknkHtKIwEJefn/bEmSHj7G/QC8DpwVQiiRVy6GAZuRnV5hoEUec25IkpQKtASKIs+NbTXv9765PBFojrw45TTwCf9r77zjo6qWAPxtKqGDdKSDQxUVxa6Ioj4F7AVRsYLYu6IiigWfothQnx1EUexdFBUbiggiCDhICSi914S0fX/MTbJZNiHZQjbhfPzyY3PL3Mnd3TvnzJkCo0LJcjgcjnjDX4afGHEt8JmqPqOqc7HneTKWWhWK6sCtqvqRqi4EhgG1saWkEomKb0ZV0wlaZ1LVH7F1r50Qkc7ARlXtFLBtNN6alapODpSnqmOxmVaoa38G1A/YtBEIUdqh4PidptTe1Pf4Es6Zi6UABDKsuOMdDocjXoiDYI/DsYkHAKqaLSJTgCOwiUwRVLVgEdErf3g7FgMxc1cXKq9KIa2A10WkH/AnlkN2IcVbbIfD4XCEQVkMmoiE9GQFoqpNHgHCAAAgAElEQVS1d3VMEE0pDLDLZwXQche6nI0t+fiBC1W1+MRQj3IxaKr6sYg8iK21NcJ8qler6sSSz3Q4HA5HWcj1xzZl2vO4FRduPAaoiuXyBrID2FUG+U9YMYtTgVdE5F9V/a6kE8qtlqOqPoRFvex5ZGbu+pgy4s8I/rxEj6q7/NyFx+Ste8VE7gVNU2IiN5bklqoOd9nJjuHDrMbZ+8ZEbqyiEX01QxTyjhK5uXHZuAQoW2J1GLMvgPlYoF4oNmGet+CHSCoW8FeSLsuwmd1ML/L8aiA+DZrD4XA4Yk+s89C8YvLFRZEjIv9i3VMCaczObsj8408A0r2o9Xz+BLrvSpf4HVY4HA6HI2LioFLIFODI/F9EJBkLGCwu0/4uLJo8kIOAXZZQcTM0h8PhqMTEQaWQp4FfROR64EssanEH8DaAiKQAdYH13mzvCWC8V0BjClaM42As3L9E3AzN4XA4KjHlPUNT1RlYh5OrsRzhFsCJ+ZWZsNnaCu9/VPUdYBAwBJiF5QGfoKqLdnUtN0NzOByOSkysoxxLg6q+jTcjC7FvMjvnMb8MlLnPkJuhlRERaSkip5S3Hg6Hw1Ea/GX4V9FxM7Sy8wowHfgwMjE+knudT0KDZpCTQ9bEV/FvXF2wN6FVF5IP6wtA3qolZE8aB8kppJw8CF9aNcjewY5PX4SMEMVnfT5STx1IQuOWkJNN5rvP4F9X2Aokpe+lJLZob33TgIyxD5HS61wSG7e002vUxp+5nYzRtwPQ8dgD6HXt6eTm5jJtwndMffObIpfbq0VDzh15BX4/rJz/D+8PfQW/38+BZx7FYef3wpeQwJyvfmPSU+9Tu8le9Bt1FT7At2Ebmeu3UFf2Jjcrh+9ueZHN6asK5LY/rwcd+/ckLzePGU98wNKvZ5KUlsqRIy6iRrMGJKQk8tPQsayZaZ6IpCopnDz+dnyzXsW/Pv/vjdV9juH7F0DnYw/gP9eeSV5uLj9P+JYpQfc+n9OHXsjqRcv58fVJJco7+LiD6X/9eeTm5PLlW1/y+fgviuxv3bE1V903mNzcPLKzsnnk+pFsXLuRPgN60+usXuD38/rjbzD168K2L3l+Pw9+M4/5a7aQkpjA3b060bx2YbHlHxev4fmp9h61b1CDIcd04JXf0pmSbuH5W3bksG77DiYN7FFEl7y8PO4fPQZdtJSU5CTuvf4ymjdpWLD/pQmf8Pl3P1OtahqXnHkyRx+8P5u2bKX3ZbfQtsXegPUtO//UE0q8J6GYNecvHnv2ZV59+uGynejz0eS+K6nSvhX+rGyWDXmSrCUrCnbvdckp1Op9lP3dk39jzZPjSahRlWZP3EpC1Sr4s3P494aR5KzdZX5zqYlVjcZ4xBm0shOVatSJ7fbHl5TMjtcfJKFxa5J7nEPWB0/ZzuQqpBx9FplvPQwZW0nqfiKk1SCp4yHkrUon5+ePSex0OMmH9ib7m/E7y+7YHZKSyXhmCAnN9yH15IvIHFuY8pfYpDUZLw2HgCaeWR97s/uERNIGP8COd58p+L3v0At4ou9dZGVkcvU79zL36+lsWbOp4Ny+d13AF49OYOEv8zjjgUvpdHw3VsxbymHn9+KZc4aTm5XD8TecSUJSIkddehJ/fPwzU8Z9xZWjb6Bu+2Z80PceGhzQhkOHnsfES61MZlr9WnS+5ATeO2koSanJ9H3/bv794U+6Dj6Z9fov317/P+p2aMZeHZuzZuYi6u3biqNGXEy1xnXN6x7j+xzL9y+fhKREzhg6gIf73kFWRiY3vnMfs4PuffW6Nbjgsato0KoxXz8fuot0gc5JiVwxbCDX9L6OzO2ZPPb+o/wyaSob1hR2ahh87xWMHvosi+Yu4qT+/+HsK8/izafeos8FvRl84lWkpKbwwjf/Y+rBFxac8+3C1WTl5DH23IOZtWIjj32vPN7Xyu5ty8rh8R/n88KZB1EnLYVXf1vMhoxsLjmoFZcc1AqAaz+cwXVHtNtJ329+ns6OrCxeHzWMP+Yt4JEX3uCpYdYsfv7if/hs8hTeePweAC64cTjdu3Zk7oJ0/nP0odxx5YU7ySstL7/+Nh9/8Q1pVcqef1nz+EPwpSSz6MybSdtPaHTHpSwdZI1Ckps1pPYpPVh42k3g99Pqrf+y+cufqX7IvmTqElb99xXqnHMC9QaewcoHI2/FlE9lmHmVlj3WoIlICyyapifWH+1NLFT0b6z48GlY3sMC4E6vusmrWE3Ho0XkzHDbxwAk7N2O3MV/ApC3YhEJjQpFJTRtQ97aZaT0OAdf7frkzPoeMraQM/0ra8wJ+GrWxb9tc0jZia06kDv/d5O9dD4Je7cp3Onz4avXmCpnDMZXvTbZ0yaR81vhqD/58JPI/fuPgr5gCQ32Zu2SVQWdqRf/prQ6qD2zPptacM7eXVqx8Jd5APw1eSb7HLkv1feqxT+zFtHv0Sup0aA2X4/+gLycXJbPXUKtRnUBqNmiAWtmWQPI1TMWUr9rqwKZDfZrw6pp88nLyiErK4fN6avYq0Nzmh3dhYUf/cJJ424la2sGP945xv7mlCQmXvY4PZ8cTGBJ7ljd51i+f/k0atuUNUtWFtz7hb/9RduDOvD7Z78UHJNatQqfPf4OnXrsV5yYApq3bcby9OVs3WRtX+ZMm0Pn7p344dMfC44ZcdUI1q82A5eYlEj2jiw2b9jMFSdcSV5uHnX2rsPWzUXbxvy+bCOHtbQk+X0b12buqsK/64/lG2m7Vw0e+15ZtimDUzs3pW7VwsT3rxesomZqMoe13Dnpecac+RzRzZK3u3Zoy9y/C5uFLvpnOQft24HUFJPVvGkj5i/+h7l/pzNvYToX3XI/dWvXZMjgC6lft2y5ws2aNObxB+9iyPCdG7vuiqoHdmLr9zMAyJippHUpNNTZK9aSftGwgsaevuQk/DuyyNR0araxGWVC9ar4c3LKfN2S2JNmaHvkGpqIpGJdqdOAo4DTser/+QWHh2Mtbg7EDNwrXmjpdVgz0GexvIiw8aWk4d8R0GfUn2cdjgFfWg0Sm7cn6/u32fHOKJK79cJXx3O1+P2knn0LyQccR+7iWSEkgy+1Kv7MgCR8f561ggdITiV7ymdkvvk4GS8NJ/nQE0lo1ML2JSaRfPDxZH0f4E2tkkbmlkJZO7ZmUKVGUO8uny9gfyZValSlWp0atO7engm3/Y+xg0dx6j0DqFKzKhtXrOPwAcdz85ePULNFQ/79/s+Cc/Ny8/Almp4pNdLICrhu9tYMUmqkUaVuDVJrV+Oz8x9myVe/c+jQfgCs+u1vtq3YudRbrO5zLN+/fKpUTyNjF/d+3b9rWDJzQYly8qlaoxrbthRWJMnYmkG1GtWKHJNvzDp260DfAX1474UPAHtv+g7owxMfjSpiAMFmYdVTCsfGiQk+cryH9sbMbH77dz3XHbEPT596AG/8vpQlGwp1eHnaYgYe0oZQbNueQfVqhX9vQkICObnWm2+flnszfbaybXsGGzdvYebcv8nI3EGrZo258vzTefWRu+h5aDdGPBOypnmJ9DrmCJKSwhvrJ1RPIzfgHvvzcsH7TJOTS+4GM/aNhlxC5pyFZC1eTu6GLdQ4Yn/aTnyGegNPZ8OEr8K6dnG4NbTKT347mMNVdQ0UNPps7e0fr6pvetvvxVrgtFTV+SKSBWzPPy9c/FkZ+FKqFG7w+eyhCPgztpK3YjF4I/jcf+eT0KA5uRtsfWnHhEfw1W1E6hnXk/nC7TvL3rEdX2pAqyFfQsGokOwssn/8BLKtU0/ugtkkNG5J3solJLbdl9zFcyFzOynH9yOxZQcSGregyq8LC0SlVk8jc3PRMk3+vLyA/VXI3LyN7Ru3svCXeezYlsmObZmsWrCM+q0a0/uO/rx583PM/34WVz13E/td1YdFn0z11EzAn2uysrZkkFyt8G9Irp7Gjs3bydywlfQvbQS8ZNIM9r+qT7nc51i+f71vOoc2BwlN2rcgfebfRe59xuayl8gacMuFdDqoE607tOKv3wsLOqRVT2NrCHlH9zmKc685l6EXDWPT+kL35kdjPuazNz7n/rH30fXQfcmvXFQtJYnt2YVNYPP8fpK8AVStKsl0aliTetXMfXdA0zromi20qFONheu2UiM1qch6WyDVqqaxLaOwTFxeXh5JiYkAtG7elH59j2Pw0JE0a9KAfaUNdWpVp4u0pkqqXevYww5k9Gvvlfl+RULe1gwSAj63Pl8C5BZ+P3wpyTR9+Drytmaw/G4rQF//un6sef5dNoz/gtT2LWn+zBAWnHRN1HSKhyjH3cUeOUMDOgJLAo2Sqk5U1fwWB/MDjs33nyRHU4G8ZQtIbN0FgITGrfGvKawCk7dqCb56TSGtOvgSSGjchrx1y0k6+CQSOx5qB2XvKDRSQeSm/0WiWDPwhOb7kLdyScE+X/3GpA1+0IxcQiKJrTqQt9wW7BPb7UvOX2Yssr4cT8bzd7PtvkvYq0VD0mpVIzE5kdbd25M+4+8i11s+J502h1gpt/Y99mPRtL9Y/JvS5pAOJKUmk5KWSsO2TVmbvpKMTdsKZnwrp82nemNzEDY4oA3r//qnQObqmQtpdLCQmJpMSo00ardtwgb9l5W/Ks17mnut8cHtWT//33K5z7F8/z559C2eOHc4Qw4cSP0Wjajq3fu23TuweMb8kOeUxJhHxnLr2bdxzv79aNKyCTVqVycpOYku3Tszb8a8Isf2PO0Y+l7Uh1vPvpWVSy2wZu/WTRn6/F0A5GTnkJ2VXcSNtV+T2vy42AI8Zq3YSNu9qhfs69CgJgvWbWVDRhY5eXnMXrGR1nVtVjh16ToOD+FqzGf/jvvwwzTrGPLHvAW0a9WsYN/6jZvZsGkrYx8dyu1XXMDKteto26IZw554ia9+st6/U2fOoWO7lmW+X5GwffpcavQ4EIC0/YRMTS+yv/nzQ8mct5jld40ueP/zNm0lz/tO5K7dSEL16HYv9/vzSv1T0dlTZ2hZlNzPbqdGo0QpGCSf3PkzSGjRkdTz7gAfZH3+MkkHHo9/w2pyF84k+4d3qXLmjQDk6DT8a5eRs30LqSddSlKXIyEhgawvQqdp5M6ZSlK7rqRd+SDgI/Ptp0k+sg95a1eSO28aOTO/J+2qhyAvh+zpk8lbZYYkoV5TcqZPLiosL5eP7x/HwLFD8CX4+HXCZDav2kDDtk05fMAJvDf0ZT56YBxnPTSQxOREVi9YzqzPpuLP8/PrhMlc/c494PMx6an3ydi0jQ+Gvcppwy/Gl5hAVb+P5VOVUz64G5/Px+Qbn6fL5f9hc/oqlnw1gz9fnkjfd4fiS/Ax7eG3yd2Rze9Pf8TRj1zGqR8OIy87l2+uf65c7nMs37+CW5+Ty3v3j+WqsXfiS/Dxy4Rv2bRqA43aNuWoAScyYWjZAgdyc3L53/AXeGDcAyT4fEyc8CXrVq6jebvm9L2oD88MfZYrhw9m9bLVDH1+KACzf5nNa4+NY9HcRTz+4Sj8fj+/ffsbs3+ZDT3bAtCzbQN+WbqOAW9Nxe+He4/vzGsz0mlWqyo92jTgmsPbcdX70wHo1a4RbevVAGDJhu0c0rz4AtXHHtaNn3//k/NvvBe/H+678XLGvPc5zZs0pMfB+/PvytWce+3dJCcnceOl/UhMTOD6i8/m7lEv8tYnk0irksq91+/e5vKbJ/5M9SP2p/Xbj4DPx7+3Ps5el55KVvpySEyk2sGdSUhJpsbRZvRWPjKGVY+No+lD11L3/JPwJSWx7I6noqpTHPRD22344qAsym5HRP4DvA80ye+xIyIXYpnsDYCRqvq0t70l1t6mi6r+KSLfAtNVNbjWWKnZ/sglUb/peVEM8w3mnrdiU22/XU5iTORecF3Fq7Z/6+jYVNv/O7fkwJNIeP+OtjGRm3TCBTGRG8tq+9r92pjI7bzok4gH0s3rdin182bp+tlRHbjvbvZUl+OXWPTiqyLSWUSOAO4BPivFuVuBtiLSNIb6ORwOR1Qo79JXu5M90qCpai4W1ZgE/IqVZJkA3F+K05/FWor/ISJ75P1zOBwVh9y8vFL/VHT21DU0VHUhcFKIXS2DjksnYP1MVT8D6sdSN4fD4YgWlSEcv7TssQbN4XA49gT2pDgJZ9AcDoejElMZ1sZKyx4Z5VjebL78+Kjf9Ge+bBBtkQUkx+gjkhWjeKqjszJ2fVCYJPgq1vdlRFKoDJTocH52rZjI7Vx9w64PCoPc3NgtecuvT8ZEbnK91hF/S+rV3KfUH9q1m+dX6ChHN0NzOByOSsyeVMvRGTSHw+GoxOxJpa+cQXM4HI5KzJ60rOQMmsPhcFRinMvR4XA4HJUCl4cWBUSkN/CxqsY0akZEGgHvAt2Ad1T1/Fhez+FwOCoSboZWsbgUaAXsB+zc4bEi4PNRpf81JOzdGnKyyRgzCv+a5QW7U8+9kqS2nQqadm4fPQwythc577xLfHx224tsXLKq4Lyu5/Zgv/49ycvJY8pTH7Dwm5mk1alO3yevIqlKCltXbeDTm58nJzOLgy49kQ59DgFg4bd/8NMT7xfodvJTV7LPSd1ZPv1vJt78QpFrdOnXg329a0x96gMWfT2zYN8Bl55Atfq1+eGhtwDocPrhHDToZHyJCSSnpbJ1zUb+eOs7/nhzcpHbUadFQ05+dCD4YY3+w8ShY8Dv54jrTqNNz/3Iy81l0r3jWPHHIhp2bslZL93I+sWm0+/jJsF7k2kx9EJqdm+PLymR3IwdJCQnkZeVzcKbniUzfWXBtRoP7E29Uw4HYMPXM/j3sbdJrFGVdk9fR2KNNBKSk1h8z6tsnR7UtsXno9WIgVTt2BJ/VjYLb36GHQFyG13em3qnHGFyv5nBsscmkJCWSttnbiCpdnXytu9gwTVPkLN+c8RyE2tUpe3T15FYvSq+5CSW3PvKzvqG4KDjunPOdeeSm5PHpAlf8dX4iUX2t+rYisuHX0Febh45WdmMuuExNoUqgu3zccBDF1O7Y3Nys7L57aYX2Za+qsghKXvVoOdH9/Blz9vJ25FNUo00Dn76SpK9ezzznnGsn75gJ7mN7r2K1Pat8Gdls+KOJ8heuqJgd92LTqVm76MB2Dp5GmuffoOEWtVpOvIWEqpXJXfjZlbc+SS5AT3dAmU3ue9Kqniylw15kqwlhbL3uuQUavU+CoAtk39jzZPjSahRlWZP3EpC1Sr4s3P494aR5IRRFHzWnL947NmXefXph8t8bjjsSWtolaEWYW3gb1X9S1VXl7cy4ZC032GQnML2h65nx3svUeXsgUX2JzZvy/bHh7B95C1sH3mLGbOg8yb/902Oveu8gnOq1a9Ft4tPYNwZw5lw4X85+rZzSExJ4vDrTmPuh1N4/az7WDVnCfv370mtZvXpeOphvHb6vYw97V5aHdWF+u2t91THUw6l6YFC5sat/DjybY4eWniNqvVrsf/FJ/Dm6cN594L/coR3jaTUZP7z+GD2u7BXwbFpdapzxM1n8c55I0hMSWbzsrV8fMNz7H9eT6rVL5rPdOzQ/nw/8h3GnXUf+Hzsc3w3GnZuSbND2jPmlGF8ePVoTrjvIgAadW7Jry9+zhvnPsAb5z7AvE+mUvOwzlRp1YjZfe5g2bMfUq1zK+ae/wBLHhhHy2EDCq6T2rwh9U8/ktl97mR27zuoffR+VO3QgiaD+rDpx1nMOf1u/r7+aVqPuHyn96zOid1JSE1mTt8hLH1wHC2GXVREbr3Tj+LPvnfwZ58hBXIb9O/FtlkLmXvaXaz78EeaXn9mVOQ2HtSHTT/MZu4ZQ1l4w1O0enDgTnKDSUxK5NK7L2PY+UO58+zbOeG8E6hdv3aRYy67ZyAv3P0cd50zhJ+/mMIZg3fWF6Dpf7qRmJrMN33uYfYDb9F1WP8i+xv26MJR42+nSsD7vM+gk1j94xwmn34/v17/Pw4YcRHB1Oh1KL7UZJacfROrR75CwyGFrWCSmzWiZt9jSD/7JtLPupFqRxxAqrSk3hXnsH36HJb0u4X1r31Mg5t2lgtQ8/hD8KUks+jMm1n58Ks0uuPSANkNqX1KDxadeQuLzriZ6kfsT2r7ltQ54zgydQmLz72dTZ/8QL2BZ+zqNu/Ey6+/zbCHniBrR+zyA4PJ8+eV+qeiE7UZmoi0BZ4DDsMaZL4RsO8g4CHgYO+as4DrVXWKiDyDtWY5MuD4C4Hh2MwrBbgDuBBoDPwG3KSqU0XkVWCAd44fuA34L9BOVRd429OA1UBfVf3Wax0zAhBgEdYq5pWAa98ADMZqOm4FPgUGq+pWEbnH+xsSgEOAa1V1TKT3LrFdZ3L+/A2A3EV/kdhin8KdPh8JDZtS5YLr8dWsQ/aPX5D908Sdzlv++0Ia7duq4LTGXduw7Lf55GblkJuVw8b0VdRv35y9DxJ+Hv0RAIsm/8FRt57N9DFfMeHCh/Hn2UguISmRnB3ZABx+7an8/uqXdL3gWFbOXETDwGvs14blQdeo1745G5esZO67P7D0xz+p27YJALWaN2D13CVUrV+bjemrWDNvCY26tOKfaUqzg4S/Pvu1QG6jLi1Z+su8Ah1bHdWF9QtXsPj7PwHYvHwdvqQE0urWoFHnltRt05h2vbqxIX0lk+4dx5bpyrY5iwGocaCQtyMLf3YuW2f8TbWubQquk7V8LXPPu7+g0aIvOZG8HVksf/5j/Fk5ti0xkbzMnR8+Nbt3YOPk3wHYOmM+1fctKvev/vcVyk0yuStf/AS8Ts4pTeuRvWbnmUM4clc8/zF5gfqW4mG5d9tmrEhfwbZN1rZm3rS5dOzeiSmf/lRwzMirH2bDaktyTkxMLPYhXK+7sPLbPwBYP2MBdbu2KrLfn+fn+3NGcNzEwtrffz//OblZ9hlLSEwgNzN7J7lp3Tqx7Xvro5Y5U6nSuV3BvuwVa/jn0qFF7oV/RzapbZuzepR9JTOmz6XR3YND6lz1wE5s/d6a2WbMVNK6BMpeS/pFwwI+F0n4d2SRqenUbLO36Vy9Kv6cnJCyS6JZk8Y8/uBdDBn+SJnPDZc9aYYWlUohIpIMzAHmAUOA9sCLQB2gBpAOjAGe8X5/FGigql1E5DDgR6CFqv7jyfsCmKGqd4jIC8CJwCCsL9n1QD/MIG3HjNN+wOmYy3E28Jqq3u/JOhcYCTQHOgDTgBuBr4ADser5V6rqmyLSDzPK/T05XYFxwL2q+qhn0IYBdwHvAWsDu15HwIvYOuDn3u9LgdZAjne/rgMeAxKBb4FLsEFBSeedD3TBjDzAWO/nOW97hnfsWOAI7xgf8Ih3zUFYS50e2CDhWex9nV+Ka0zyfr/IO+d27LMwDbgBG4S09GS28PR+MeB+LAeaeK97en/vX8A67xyA773tR3r3Yjpwp3ed/F51yd553wMXh7hH+QT/3fk0wu7t9cB3FKWke78rud9g960XMJOiRCK3JH2DOQK4BjjH+304O78P+RwGvAQcBYT6vJdGZ7DnQHsgs5Q6h3MvHgR2APd6f9sj2Hc/HJ2DZXfFvvc7gLrYZ69o+/ZS4PVYfFNVDynruY6SiZbL8TjsQ3Oxqs5V1feAfAdxVe/1baq6UFVnYoatI4CqTsEM1TkAIlIfOBZ4XURqYw+iG1T1M1Wdh82e/gGuVtVNmFHLUtWVqpoFvA6cG6DbecB4Vc0DbgVeV9XnPF3ewoxd/gNwOXCRqn6iqktU9SPsS9YxQF4GMEJV50XJmAFsxr40+SRQ+MXaDjzh/b8Fexh2LcV5wftqABuDtudvA6iC3bsawJXetvOBNtg9aoT1kSvNNUJxE3bv3sMekDOAtcWcE+j7CKV34Pb3MWOG93p/73Ud4AtgJYUPLYL0L+7vBjM4X2PegVDGoaR7X5JcMCN9JPZAjZbcXembz/3AZOAjoGbA9uLeu3OwQdDJhDZmpdG5OGJxj0dgg6VJQDPsWRGOzqFkD8OeZR2B4wn9/jnKkWgZtM7Akvzuzx6/AnjrWi8CV4nIyyLyIzaKD7z2OAqN0DnAHFWdg83CEoGf8w/0DNMUoFMxuowDOnmNO+sCJ2AfTLxzLhSRrfk/wN3edVDV74B/ROR+EXlHROZhX+TA1sqLPR2iyU8UtrI5BJsd5rMPNoNNxGYcR2DGYFfn/Yo9NKsAtbDZ6Z9B5/wH+AEbiX4I/IGNRHO9/W2xkfM0zDDcVcprhOIe7CFaDdiGfWZ+xUb9Pwcd+zs2MwzU8SfsvUzABk8JmEGcCHT3jj0WM25p2IPyZWxmW9w9Ku7v7oj1yDuPosYwkJLufXFyhwD57Zi3BWyPVG5p9M3nLuzeNsTe37qYWz/U+3A+1sW9B+aeL46SdC6OWN3jo7Dny3HYQPknQhOO7A1Avp94NUUHBI44IJpRjsHh+VkAItIYe8jMwz64bwANKDQyYEbobhFpg7kT8/cVV2XWRzHGWFUXicgUzDAuBRZ4s0Kwv/cpbMS5EyJyEebSesXT9T7MdRFILCrfvo+5n6Zgf9vFmFt0AWYEXgd+AbKxL+ucUp73JGYMEjB3XCY2Qh8DXI4ZhPOAU4GjgVTMgIA9fH8OuEYjbHR6USmuEYoc7DMxFXtANAA+wYzOMuwBdzU2Gr4JeAF70M4D3vHO+cHTKQG4ypM7GHjak70SGAhcgbmP8qM59sE+g1lB9yixmL/7dsxIP+Ft24Q1hA2kpHtfnNyXsXt/qXfMxexMOHJLo28w2Z7cidj9DH4frsHe26XYrBpsFjWsjDp/VMz1R5RC53DuhWLfEby/51JCE47sodjg/EpscLlztJCjXInWGtoJwMdAM1Vd5W27FvuwXg3cArRSVb+371ZsXSYhYNtUbF3rNu/Yf0WkKuYGOU9V3/GO82Gjqc9U9VYRGQkcqKo9AvQZjI2slgK/qOqD3vbxQJqqnhpw7GVAR1W9UUSmAZ+r6t0B1/oT+E1VB3hraL1V9cCIb5rD4XA4okq0ZmhfYyPpsSJyM+a7HuLtW4e5N04WkT8x98Vd3r5UClfWYhUAAB0OSURBVEf0r2ELsD+q6r8AqrpdRJ4CRonIdsztcTU2+n6hBH3eAh7HRubXBmwfCUwVkTuACdha1Chs1pKv6zEi0hEbtd2AjVhL40JxOBwORzkSlTU0Vc3B/NHZmGtsFBbJCGY4XgBexaLRBmFTdT9W3SOfNzEXU6ArEswwvoW5AWdgC8nHqGqx0UXeWt5ELFIyPWD7dOBMvHU6bH3lIQoDWK7z9PoNW1ROxVwjB5TiNjgcDoejHImbBp8i0gkzJI1Vtezp9zvLmwa8qKr/i1g5h8PhcMQ95V76SkQaYJFJ1wBvRGrMvMTpw7AIrvGRa+hwOByOikC5GzSgOhZh9ReWjxIp12Bh3Jep6uZdHexwOByOykHcuBwdDofD4YiEylCc2OFwOBwOZ9AcDofDUTlwBs3hcDgclQJn0BwOh8NRKXAGLc4QkeZeya3g7Yki0i3UOaWQWWvXRzkcjlggIheIyF7lrceeQDyE7TuKshgrBBzcqqM5Vpy3ahgyZ4nIaao6Y9eHlg0RGYa15FlQEeR6smtj1WI6Y0WP/wAmqOq2OJfdGutokBq8z2vZVK6ISHCbnGJR1WdiqUtZEZFFwEGqui5oexNgpqo2iED8k1hniXW7OtARGc6gxQEicglWIR6shuREEQnuJ9UIa5AYLjvN+qLE0cBQEZmOlS1702sZFJdyRWR/rK9bDlaKLQHr8DBcRI5V1flxKvsWrEybHysxF4ifUg50RGSxd/wuUdXWZdERK0JeGvxYT8RSESudRaQvhc1tWwL3ejVjA2lbWnklMBU4DXv/HDHEGbT44C1gb8zoHIgVe94asN/v/f5OmPLfBL4UkbeAhQS1wIlktKyqPb0WQf2wXl8jReQbrCXQ++HOTGIlFxiNta0Z5DWERUSqAM97+3qFKTfWsm/B2vM8HGE/vpEBr5tiBbhfxWYQWVh91UuxOqdlQlVbRaBXScRK5z+wfn/5g739PXn55H/vBpRZ46LkAQ+KyF2YByb4+9c95FmOMuMSq+MMERmAzUZ2RFFmOsWPcP1hjMRLulZbrGfaDd6mD4DRXmfycpfrjcD3V1UN2i7AdFWtHoGOsZS9Bjg8klleCJnfAmNV9ZWg7ecBN0baJskra9eOwga5Psxd2k1VR4QpMyY6i8grwHWxqC7kuc+LRVWDey46wsTN0OIMVR0jIvt7ASDJBLkKw5xN+TG33euqOi8Kau6EiNQHzsLWjw4DZmLNXBsDn4nIaFW9Mw7kzsRaGGnQ9gOwFkiREEvZo4HbReSK/NlfFOiOdb8IZjq2Vhc2InIp1iw3Cfv85X+O/Zg7NiyDRox0VtWLRSTJGziF+t7NjUC2M1i7CWfQ4gwRuRPrlL0e2BK0u0xrDwHcjXWmvkVE5mBuu/GquiISXQFE5GLMLdgD+BczNgMDZykiolh/ulIbnljJBd7G3JfdgB+x9a4DsIfkS4GBDWEMHmIt+3vgPBFZibmxCghzlj0LuF5ErlHVXAARScZaNk0LQ14gQ7Du8A9ixvwwoC7mKnwxArkx0VlETsZaVO3FzuvNfgpnmeHIrop9Bjqy82z1AFVtH65sR1GcQYs/LgOGquoD0RKoqq8Br3mznXOAc4ERIvIjZtzejcDVMhJb27tPVX8o5phZFDZRLW+51wJrsfWswDWttcApAb+HM3iIpexxWFDQm0Bw4EK4XAt8DvQVkdnYQ7YrFp15XISym2Eu4XUi8jvQSVU/FJHrsEHI6DjT+UFswHAvEG2343PY+/8d1jfyY8wV24HwZ6qOELg1tDhDRDZjawzFNjCNwjVaAxcDN2FNVXdgLsk7VTU4XWBXslKi6AKLudyKiohkAF2juYbmya2DDXA6eZtmYWu4ET3URWQ11oh3jtd1fo2qDheR5sA8Va0WTzqLyDbse/dXuDJKkL0OGKCqn4jIXOAcVZ0tIi8CyaoaadCJw8PN0OKPd4D+wD3RFCoiTSmcnXXDIsRuwUb8jbAR80fAoWUUnSQiVxF9d0qs5Oa7gFqxcz6XX1V/D1dujGVPAwSIqkFT1Q0i8ho2Y5iHPWCDXd3h8BXwmIgMAqZgKRhjMNf3qkgEx0jnX4EuWBuraFMdi6gEmINFMs8GRmFpHo4o4Qxa/JEBDBGRs4C/KRpGjKqeXVaBIvI9toaRjrmuzgtKWF4nIk8DL4Whb6zcKTGRKyLne7LTiP5aScxkYzPol0VkPJZ6USQXLZxgIRFJwdx/A71N+wD/FZE0oL+qbopA3xuAsUBv7J5cjoWs5wRcr8zEUOf3gedF5Bhs0BD8vYskETwdS7T/BzOY3bD1ujzAVfGJIs6gxR9VsQCIaDIbuE1Vfy7hmO+A/cKQfTL2IMl3p9wd4E5pFoa8WMsdgRnux4DMCOTsbtm3YzlRfULsCzdY6D5soHMUhTOFR7CGu49huV1h4SXBnxiwqaeIdAQ2qurycOUSO51vADYC//F+oDA6M9z7m89zwBsichGWbvKDiKwFjgF+i0CuIwhn0OIMVb04BjKvKsUxa9i53FZpiJU7JVZyawJPq+qSCGTsdtkxSlo+G7hAVaeIiN+7zq8icjnwYSSCPeMVitoiUjuCMPhY6dwOGAYsU9XnAERkKvApEFGAlqqOEpEVwAZVne5Fu16JlcK6LhLZjqI4gxaHeCWUQq0ddVPVUDk45Uk6sXGnxErua1iCdplz4spTtrc2VyyqGk7kYwNgZYjtmwmvZmggf1I0/wzvdz/2HqaEKTdWOj+CubgDv1+jMSOXSoTvqaq+GfD6VSx9wRFlnEGLMwLy0LYC1YBNFD7APysvvUogVu6UWMl9BJghIv0xoxmcz9UzTmVvpeR6huGsz32PzRCu8X73e2tUQ7E8ukgInlEmAW2wz3aJlTN2Qax07gecFuiWV9WxYkWL3yJCgyYiZ2NBWO2w3MQrgZWqOrLEEx1lwhm0+GMQcIuqPioi/wKHYAvp7xJ5smvUiZU7JYZumtcw4/Ap0cvn2h2yjwn6Pd9A3ATcFqbMa7FC2L2AKtisoR2W03V8mDIBKMbtulBENnnX+SJM0dcBX8RA5zSK1k/NZwMRBm54g7KRwKOY4QXzOjwmIkmq6ooWRwmXhxZniEgWsI+qpovIJ8AYVX1bRA4HXlXVduWsYoXGy+c6WFVnVSTZJVyzJ/CIqobbKy8VC6XviBnJecC4MF2YpbnefsAUVQ3LPSjWKzAFm1F1Iko6i8gHmGuxv6qu97bVxgxmkqr2jkD2bGC49z3eguUTLhKRM4CRMSzqvMfhZmjxxxqs/E46Fj7cFSt7tAxoUn5qFSIiL5f2WFW9pLzlBp8K1A7z3PKUXRzLMWMUFqq6Q0TepmhOV8TGTEL3RquFeSAicQ3OwJKUX41ARiiuBSYBy0RkCebebQEsoGiVl3BoQ2g3+UwsB9QRJZxBiz8+xPJhLgW+BUaLyFfAGUAsIvPCoUbA6xQslPwvzCWaha0RdKXs6QexkhvICOBVL+8uVD5XJOuUMZMtIieF2FwLczn+EWJfaWTGMg8tuDeaH3sPfyCy9ajGBOWIRQNVXSoinbGSZR28a8wHvtTI2vWADXSOA14I2n42sUnk3mNxBi3+uBnLp+mMJdOeQWF/tPPKUa8CVPWs/Nci8jzwuKreGHiMiNwPlKmaR6zkBjHe+z/UYnykyc+xlP1JiG1ZmLG/OkyZscxDi5Ub7XngExH5H7CInXuLhT1o8Eqtfer9RJM7gHdE5EDsmXuFWFX/3sCZUb7WHo0zaPFHPeDKgFHhRSJyNZao27X81CqWftjMKZgxmEslruSqakLYGlU+2THLQwPwqm78qaprvMjPfliJqQdVNbgje2m5y/v/vyH2RTpoiAmq+rmIdMdmrX9is8B5wCGqOqNclatkOIMWfyzG/OoFSc6qulVEWmHumkjzg6LNSqAnVqYrkN5E5iKNlVygIPFXsJlJAyBdVaMSIRVj2fUIUVpLVZeGIS5meWgicjPWCeFYryDxK9ha8ADMtRzskiwVsRw0xAoROVpVv8NyFB0xxBm0OEBELgGu8H71YaHUwSPYRligSLwxHOv11RNbsPcBB2P1F88q6cTykCsiNbGCzCdiI/p2mHuttYicpKr/xqnsozAXdHBgUH5ppnjLQxuM1Qz9SUSewDp29/eidd8mTIMGICIJ2D3eB4tC3Af4K9IOATHkYxHZiK39vq6qs8tbocqKM2jxwVvA3tjD6UAK18zy8Xu/v7P7VSsZVX3Ny5cbBFzgbZ4FHKWqU+NNLpYLlIrd7/xmoddiRZsfJ7I1jVjKHo0Z9nOxmoPRIGZ5aJjhzc+bPBlzFYNF69YMV6iINAYmAi2xWeRHWJ3Lg0WkVwQltWJJA+BUzOU6TUT+xgYnb4Q5s3YUg8tDizNEZADW22lHeetSGRGR5UBvVZ0RlBPUFfhWVevGqewMoLOqLgxXRjFyY5KH5uVePYp1G/8S2E9VZ4nIXcCpqnpgmHInYBVYBmCNU7tibtPXgBqqGqkhjilivdzOwCJ4j8UGKWOx73yoxG5HGXAztPjjNWCAiExS1X9E5HbgfGwx/boo9aqKCO+hcpmqbvZeF0s47W68a7xC6FJP+eHfy7BO2/PKKLo6QZFxHolApOszsZQ9C2iLpQNEjYA8NMFmZqqqof6GsnI35n5NwgzkLBF5FHNFnhaB3J7YLH2HiABWx9IrGRfJzH130RjrFtEcuzcbsLSJ/4rIpar6QXkqV9FxBi3+GAFcBhzvhfbeBzyMRUaN8vaVN9soNDbbYnSNzVg4+q9Afn29g4DDsdqOzbC+cWeoalnKKH0B3CPWuwxs3ag+Fmo/KUKdS5L9VVmFBeWefYbluD2EhavnBh4bTri6iFTBXJn9gWRvc6aIvADcpKq5xZ68C1T1fRFpBjRR1fyo1DHAqEjWEjG3fJUQ2+sRg/y0aCDWIf5cCrts/wz8D3hLVTd4x9yHpSQ4gxYBzqDFH+cDZ3n1C58HvlfVO0XkXcx1U+4GLbDFTSza3Xi0Bh5S1SJJuCIyFOtY3VtEBmKRdGUxaNdgzRzXYWswk7D1nrnYvY+EkmRfUMJ5xREq92xUiG3hBoU8AfTAOpn/is0iD8YM8A7CrxGZz3og2YtyBCu0XVVE+qnq+BLOK4l3gUdF5Dy8QZWI7IsZ5ohTDWLEAmxN9Q3gFFVdHOKYnwidpuIoA86gxR91KAxVP4nCB9gmwm+5EVWKqVoRCr+qfh7mZXoCN4bY/iYwxHv9BaEf8CUxHruv+1G0FuDvnrywaiICqOoq4DAv/ypwTeqrcML2d0OI+tlAH1UNjGh8T0TWAxOIwKCJSB8sQTvUuuEGCpPQy8qNWMWNZd7vc7HZ5cdY1ZS4QETGAjeq6lrsPj6uqtnFHe95GcIt2OzwcAYt/pgNXCgiK7HR/Ycikox9WSNJVI4moWYOoYgk0fUf4AR2zkM7kcLcqRbYw7FERKQHhfUOj8bWLPLbsWRja1N9sJp7YSMi3wCnq+q3WNmy/O31ReSLcAsIx5AMgspzeURS8iqfBzGPwmNY1G5fLPVkFBEYHi9wop+3ZtYBb9CgqvMj1ji6nIUtF6wFHsIiSMNpoOsoA86gxR83Y26rulhFhQUi8gwW8n1yuWrmsZuSW+8GxnnGaBrmDuuGGZ6LveTl1yndSH8ddl993s/VFF2Dyk+LKPODNoSxHORFOAbSgQiNZYwYArwoIoOAX1Q1z6tn+AzwgAQ0FQ0j6rEdcKaqqojMAKqp6gQRycaqfbxZ8umhEetPdqCqLsLWEvO3NwFmqmqDcOTGgBnAt16Ivg94X6yTxk5oZH3yHAE4gxZnqOoPItIAqJW/YIwFityoqpnlqFqxeMEF/TEXXgLmZnszkuK23sPvX+AqbG0rGysbdJi3vtgdC5Z5phSyZmNrcojIt9gsapczu1ISbCyvIkrGcjfwOBaZ+QOQKyJ5mPvOB3THZlf5lHWmnUFhg9P8rhGfA9OxROhSIyJ9gSO8X1sCw0Uk2MC2LaN+seZ0rBZmbWyg8wfR75HnCMLlocUhnkHbl8KHSwERVoOPOiKyD+ZaqoatQ/mwh1cOFl69oBzV2614xvI0Vd0YtD0VC2T5OfSZ5YOIHF3aY73STWWR/SEWqXoN5l24HDNK/YARqtq0DLJaYKWzfJhx+JmiEY35g4ZnI1izjRleCsq18ZByU9lxBi3OEGsb8wyFYdSB+FU1roqvisjnWOHk/vluKc9VNQaooqp9wpSbhpUD60Zowx5WflssEZFDgecwF2SwW9avqnHtEfHKXu0LzI+0jJSItMOqeLyA3ZNfMbdrCnCnhtml2TMO18VxmauQiEhDzNUd6MV4wXOdOqJEhSv0uQdwC/YQqKWqCUE/cWXMPI4C7gpcY/Fe34uNpsPleSwkPw1z1WwL+olHRmEL/+diLrfzsXWqrdjMJK4QkbYi8p2IHOINQn71fpaIyCERil+MhdhneJ+HgzGX8UTMVRwWXppIfa9uJiJyjIg8LSIXRqhvzPDc4/OxhPK12GekNzBLrKWMI0rE9YhxD6UZ8EQFck9sIHSX5tqEjqArLSdixW3jNbcoFF2Bg72qGNcDq1R1vIisBq7HivLGE08BW7Ci1xdgNSgFuBhbPzssAtkjscjGQQCquk1EngKGYdF/YTX5FJELMPfjCSLyD9a7bAYW+dgk3JlfjHkUC14aHJi+IdYI9hHgmPJSrLLhZmjxx5dYjbeKwvvAsyKyf/4GETkAS3R9LwK52diotiKRg60bgem+n/f6W8zVFG8cCdygqiux4rmfqurfmIdgvxLP3DXnYG7oggopqjoWq8F4UQRy7wCuUdWvMcO7QFWPwOpRXlHimeXHgViFlOD1naew6jeOKOFmaPHHH8BjXmTXfILK+ajqreWiVfHcibmWpotIfkHlFMzQhUqMLi2jgIdE5DJVrSj5O1OBK736m39gKQb53cfjsSxTJlbJoxrmHr7E296IyHPRqlK0Y0Q+G4BaEchtRWEeZG8soRpsTSpeQvaDWYFFZ2rQ9tbYDNkRJZxBiz+Oxh6MaezcoTruIni8xfleXv5SR2ztaF4UohvPxgIUVnp5XcGGPR4fXkOwmourgZeA27y8qYbYrCfemIjptQVbp/xYRI7FSmJ9FKHsb4GHRaS/qq4HEJHawAPA5Ajk/gPs68nqhCXJg7W7SY9Abix5DXjec0P/4m07FBu0vVZuWlVCnEGLM1S1ovrTV2Kjeh9Afv2+CPo9PR0lvXYbqjpNRFoCVVV1g4h0w/KR1mGlpOKNQZiBaQGc7K1zHYQZnEg9AdditSyXicgSbDDWAqtreEoEch/BPAK5wCRV/dmrGjKMwhlmvPEAVvVnAoXLPDmYyzGstURHaFzYfhzg1Ub8SlWzd1EnMZLaiDFBdtFJOU4jMx27AS8NoBdWKSULc6F/qap5JZ64a7kHYO1XvlDVTC+fbruqTtvFqeWKiNTCgm4ysLW/aLTpcQTgDFoc4FVoaKSqq73XxRF3BkKskeMiLBR7p07KqjqnDLJi3mdtT0dEXi7tsaoaFzMeEakalONYLGGU6Io5IrIY61r+uqr+Vd76VGacyzEOCKyNuJvqJEaTtlgH4mg0ntwdfdb2dGoEvE7BAlf+wuplZmEtTLpirU7ihS0i0lhVV1NYVLo44mrA5zEMy0O8TUT+xKtBqqrLy1etyoczaI5IiVon5dL2WfNKgznCQFXPyn/t9dt7XFWLRKOKyP1A+92tWwn0xHqr5b+uUG4lL11hrFiz13OwxPsHReQHzLi9W9Eqn8QrzuXoKDNB63wHYfk/Ueuk7F3jSVW9NsT2gVgtwL3CkesoxIsePcDLPQvc3g6rXF+tfDSr3Ih1sL4YK1idgjVTfR0rCVZRUlTiEjdDc4RDrDspA5wpIqmqOghARDphbesPxKpQOCJnJTbjCe451xtYsvvV2TVeAehQo3A/5jJdhnV6mLRbFdsFItKUwtlZN6zE2C1YG51GWCGCj7BwfkeYOIPmKDO7aZ3vCOBLEXkNyz26GfgG6BI8o3CEzXDgJRHpiZWP8mE1F0/CGlTGI99h1ULexarug7W6ORsYiyWLvysiV6nquPJRsSgi8j1WRiwdCw45LyhPc51XBuulclCvUuEMmiMuUdVFInI4VgqsH3CBqpammaejlKjqa17PuUFYLUewNdGjVHVq+WlWIscAN6vqk4EbReRH4BxVPUZEJmPFsePCoGFd6G/bRfug74i83Ngej1tDc8QNInJliM11sA7H3xFQvUJVd9nY01H58Bp7di1m3W+WqqZ5Sf1/qWqJIf7ljZen1y3e+uRVZNwMzRFP3FLM9pVYQmr+fj+l6FTtKJmK2HMOq4d4ITA0aPsArAoJWO3MVbtTqZLwWvH8j2L65OGew1HD3UhH3KCqrfJfi0h7l4Qac57HSnN9QWGXgHjnJuATEfkPljuXgBnkDsApXumu8Vi5qXjhCQr75I3Bunc3w8peXVaOelU6nEFzxCuTRaS3qv5W3opUYipczzlV/caLeL0c6IK1GfoM6Kuqy719/VU1VCRuebEvFatPXoXFGTRHvLKe0I1DHdGjIvacQ1UXA3eISB1gs6rmBuybA5S63NpuIlSfvG+wjgSPl5dSlRFn0BzxyreYa+kbrApJkUKucdgXriJS4XrOiYgPW0u9BQsY2kdEhmEtcG5Q1Ui6pMeKitYnr8LiDJojXumI5RmlYV/8QFxobnSoiD3nbgYGY+1pXvS2vQM8h+Wg3VxOepVEcJ+82wP65L1Y0omOsuHC9h2OPRQRGVDSflUds7t0KS0iosC1qjrRM8JdvZzF44Axqtq0nFUMidcVPE1V14pIIywYZ62qxmOfvAqLm6E54hYR6YI1muyERbPNA55S1SnlqlglIR4NVilozs6lugCWYi7IuMBrA7XTbEFEgn8fH28toSoyzqA54hIvLPsj4CvMpeTDygd9JyInq+qX5alfRSWo59zblOC+jdM8tOl41eq93/P1vwor3xUv9Al43RG4HesZ+Cvm2u3mbXN1SaOIM2iOeOUB4H5VvTdwo4jcBdyHlcRylJ3AnnPbse4IvuIPjztuBCZ6XapTgQdEpD3QDjihXDULQFU/zX8tIvcBl6rqBwGH/CQiC4BHsQARRxRwBs0Rr3TAghaCeRMrTusIg6A+cxdgbtzPgE+BHwJD4OOUu4FTsC4Bm7GgoS+APqq6rDwVKwHB7nMwS4G9d7MulRpn0BzxylJgfwrLGeXTDYsWc0ROY+B4bGbzFpAqIl9hxu0LVV1ZnsoVwyHAMlW9p7wVKQM/AyNE5GJV3QTgNft8BEtPcUQJZ9Ac8cpo4DkR2Rv4xdt2KFYu6OFy06oSoaqrgNe8H0TkAKy0VH4bk3gMVhgFvCYio7CGssH5iXPLRauSGQR8DqwQkSWYi7clNms7qYTzHGXEGTRHvPIxUB3L4annbVsODFPVp8tNq0qEiCQABwBHBvykAV9j3Q3ikfu8/98KsS+ShrIxQ1UXikhHoBcWsQvWpufrCuDirVA4g+aIVxZiI9gxWGTYF6q6pXxVqnRsBqpgBuwbzAU2TVVzylWrkmm160PiD++efu79OGKES6x2xCUi0pDC9Z1eWERbvK/vVChEZDTQA3N//YLNyr4DflHVHeWnmcMRHs6gOSoEAes75wK4ZNToISINsE7QPbBcv7bYTK1HOarlcJQZ53J0xCUVdH2norIeWIY1Ut2EPRdqlatGDkcYOIPmiFcq4vpOhUJEbsXyuQ7HWslMAl4FzlHVFeWomsMRFs6gOeKVMZgL7Ajsc5oKpIiIW9+JHv2wIIUHgCku4s5R0XFraI64xq3vOByO0pJQ3go4HLvAre84HI5S4WZojrikmPWdL4DP3fqOw+EIhVtDc8Qrbn3H4XCUCTdDczgcDkelwK2hORwOh6NS4Ayaw+FwOCoFzqA5HA6Ho1LgDJrD4XA4KgX/B3uOiVlObBqMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = train.columns\n",
    "data_corr = train.corr()\n",
    "sns.heatmap(data_corr,annot = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(12, 12)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_corr.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "体感温度和温度高度相关\n",
    "目标cnt与温度正相关、湿度和风速负相关"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
